{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/luiza_cohere_com/retrieval-model-safety\n"
     ]
    }
   ],
   "source": [
    "from pathlib import Path\n",
    "\n",
    "while Path.cwd().name != 'retrieval-model-safety':\n",
    "    %cd ..\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "sns.set(context=\"paper\", style=\"white\", font_scale=2.5, palette=\"tab10\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "base_folder = Path(f\"outputs/experiments\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Alpha + Temperature experiments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "varied_var = \"alpha\"\n",
    "experiment_folder = base_folder / \"alpha_temperature\"\n",
    "assert experiment_folder.exists()\n",
    "\n",
    "metrics = [\"perplexity\", \"toxicity\", \"diversity\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "metrics_dfs = {}\n",
    "for metric in metrics:\n",
    "    files = list(experiment_folder.rglob(f\"*{metric}.csv\"))\n",
    "    metric_df = pd.DataFrame()\n",
    "    for file in files:\n",
    "        df = pd.read_csv(file, index_col=0)\n",
    "        \n",
    "        if metric == \"toxicity\":\n",
    "            df = df.T.reset_index().melt(id_vars=\"index\", value_name=\"value\", var_name=\"metric\").rename(columns={\"index\": \"mode\"})\n",
    "            df = df.query(\"metric != 'std_max'\")\n",
    "            df[\"metric\"] = df[\"metric\"].map(\n",
    "                {\"avg_max\": \"Expected Maximum Toxicity\", \"toxicity_probability\": \"Toxicity Probability\"}\n",
    "            )\n",
    "\n",
    "        if file.parent.name == 'baseline':\n",
    "            df[varied_var] = np.nan\n",
    "            df[\"temperature\"] = np.nan\n",
    "            df[\"dstore\"] = \"Baseline\"\n",
    "        else:\n",
    "            df[varied_var] = float(file.parents[0].name.split(\"_\")[-1])\n",
    "            df[\"temperature\"] = float(file.parents[3].name.split(\"_\")[-1])\n",
    "            df[\"dstore\"] = file.parents[1].name\n",
    "        \n",
    "        df[\"dstore\"] = df[\"dstore\"].map({\"both\": \"Toxic + Non-Toxic\", \"toxic\": \"Toxic\", \"Baseline\": \"Baseline\"}) \n",
    "        metric_df = pd.concat([metric_df, df])\n",
    "    if metric in [\"perplexity\", \"diversity\", \"perplexity_ours\"]:\n",
    "        metric_df = metric_df.melt(var_name=\"mode\", value_name=\"value\", id_vars=[varied_var, \"temperature\", \"dstore\"])\n",
    "    metrics_dfs[metric] = metric_df.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "metric = \"Expected Maximum Toxicity\"\n",
    "\n",
    "baseline = metrics_dfs[\"toxicity\"].query(\"mode == 'nontoxic' and dstore == 'Baseline'\").copy()\n",
    "temp = metrics_dfs[\"toxicity\"].query(f\"mode == 'nontoxic' and dstore != 'Baseline'\").copy()\n",
    "\n",
    "for dstore in [\"Toxic\", \"Toxic + Non-Toxic\"]:\n",
    "    plt.figure(figsize=(7, 5))\n",
    "    g = sns.pointplot(\n",
    "        data=temp.query(\"dstore == @dstore and metric == @metric\"), \n",
    "        x=\"alpha\", \n",
    "        y=\"value\", \n",
    "        hue=\"temperature\",\n",
    "        scale=2.0\n",
    "    )\n",
    "    value = baseline[baseline[\"metric\"] == metric][\"value\"].values[0]\n",
    "    g.axhline(value, linestyle=\"--\", color=\"black\", label=\"GPT2 (large)\")\n",
    "    # g.text(2.5, value+value*0.01, \"GPT2 (large)\", fontdict={\"fontsize\": 16})\n",
    "\n",
    "    sns.despine(right=True, top=True)\n",
    "    plt.ylabel(\"Exp. Max. Toxicity\")\n",
    "    # plt.legend(frameon=False, title=\"temperature\", loc=\"upper right\", bbox_to_anchor=(1.5, 1.0))\n",
    "    g.legend_.remove()\n",
    "    plt.savefig(f\"images/alpha_temperature_toxicity_{dstore.replace('+', '_').replace(' ', '_')}.pdf\", bbox_inches=\"tight\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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0ty+NvY7rd4pNWxQRERERERERmQxDL7JYjwe7Y/awUL1tlSoN5sXEobxKbeKqiIiIiIiIiMgUGHqRRZszohMeDXDV23b9Tgk+25dg2oKIiIiIiIiIyCQYepFFs5JJsWpqBOytZXrb//V7Co7eyDVxVURERERERERkbAy9yOIFezrg7+PD62x/Z8tF5JdVmrAiIiIiIiIiIjI2hl7UJkzu1R5juvvqbcstqcD//fcSBEEwcVVEREREREREZCwMvahNkEgkWBLdHb7OtnrbD8RnY+PpdBNXRURERERERETGwtCL2gxXe2t8MeVRSCT62z/afRVJuaWmLYqIiIiIiIiIjIKhF7Up/UM9MXNQB71t5VUazIuJQ6VKY+KqiIiIiIiIiEhsDL2ozXn7yc7o1s5Zb9vljCJ8+esNE1dERERERERERGJj6EVtjo1chtXPRsBGrv+v/7dHknAy6a6JqyIiIiIiIiIiMTH0ojYp1NsJfxvXTW+bIADvbI5DkaLKxFURERERERERkVgYelGb9fwTgRgR5q23LbOoHIt2XIYgCCauioiIiIiIiIjEwNCL2iyJRIJ//KkHPB2t9bbvuZSFbeczTFwVEREREREREYmBoRe1aZ6ONvh88qN1tr+/8wpu3VWYsCIiIiIiIiIiEgNDL2rzhnXxxkv9g/W2lVWqMW/TBajUGtMWRURERERERETNwtCLCMCCqDB09nHU23b+ViG+Opxo4oqIiIiIiIiIqDkYehEBsLWSYeXUnrCW6f8nsfrgTZxLyzdxVURERERERERkKIZeRPd083PG/NFd9LZpBGDepjiUlFeZuCoiIiIiIiIiMgRDL6JqXhkQgkGdPPW2pecr8fdd8SauiIiIiIiIiIgMwdCLqBqpVILlkx+Fm72V3vb/nr+NXy5mmrgqIiIiIiIiImoqhl5ED/FxtsXSST3qbH9v+2VkFipNWBERERERERERNRVDLyI9Rj/ii2f7BOhtKy5X4a1NcVBrBBNXRURERERERESNxdCLqA6Lx3VDiKeD3rY/UvLx3dFkE1dERERERERERI3F0IuoDvbWcqycGgG5VKK3fcX+BFy+XWTiqoiIiIiIiIioMRh6EdXj0QBXvDWys942lUbAmzEXoKhUmbgqIiIiIiIiImoIQy+iBswa0hF9Qtz1tiXnleGTPddMXBERERERERERNYShF1EDZFIJvpjyKJxs5Xrbf/7jFvZfvWPiqoiIiIiIiIioPvp/im/FSktL8fvvv+OPP/5AfHw8UlNTUVJSAhsbG3h7e6NHjx4YN24cBg0aBIlE/15ND0tLS0NMTAyOHTuGrKwsaDQaeHt7o3///pgyZQq6du3a6PoqKyuxdetW7Nu3D8nJySgsLIS7uzvCwsIwduxYPPXUU5BKmUWam/Zu9vg0ujvmbrygt/3//nsJEQGu8Ha2NXFlRERERERERKSPRBAEoaWLEMuPP/6IL7/8EhUVFQ327d27Nz7//HP4+fnV22/Tpk1YsmQJysvL9bbLZDL85S9/wezZsxt8ZlJSEubOnYvExMQ6+/Tq1QurV6+Gp6dng+PV5erVq5g0aRK2bduG8PBwg8eh2t7eFIdtFzL0tg3q5ImfXu4DaR0b3xMREZH54vdPRERElseiZnqlpKToAi8fHx/0798f4eHh8PDwQEVFBeLi4rBr1y4oFAqcPXsW06dPx+bNm+Hh4aF3vJ07d+L9998HAEilUowZMwb9+vWDXC7H+fPnsX37dlRWVmLNmjWwtrbGzJkz66wtJycHr776KjIzMwEAXbp0QXR0NLy9vZGeno6tW7ciPT0d586dw8yZM7FhwwbY29uL/BWi5vpwQjhOp+bjdoGyVtuxm3lYdyIVrwwMaYHKiIiIiIiIiKg6i5rp9cEHH+D27dt45ZVX0K9fP73LBDMyMjBjxgykpKQAACZNmoSlS5fW6pefn4+RI0eitLQUUqkUX331FUaMGFGjT1xcHF566SUolUrI5XL88ssv6NChg97a3n77bezZswcAMHbsWHz22WeQyx9kjmVlZZg1axZOnz4NAHj99dcxb948g74O/E2lcZ1NzceUf56ERs+/HGuZFDtnD0DXds6mL4yIiIgMxu+fiIiILI9FbR711ltvYe3atRgwYECd+2L5+/tj5cqVus9jY2OhVNaetbN27VqUlpYCAKZNm1Yr8AKAiIgIvPnmmwAAlUqFr7/+Wu8zExMTsXfvXgCAl5cXPv744xqBFwA4ODhg+fLlsLGxAQCsW7cOxcXFDbxjagm9g90xe3gnvW2Vag3mxcShvEpt4qqIiIiIiIiIqDqLCr1cXV0b1S8sLAwhIdolaEqlEmlpabX6xMbG6q5ffPHFOseaPHmybhnioUOH9O79tXfvXtyfUDd16lQ4ODjoHcvHxwdRUVG6ug4ePNio90OmN3d4KCICXPW2JWSX4B/7rpu2ICIiIiIiIiKqwaJCr6ZwdHTUXT+88X1iYiIyMrSblXfs2BEBAQH1jtOrVy8AgEKh0C1PrO7o0aO66yFDhtRbV/X26veReZHLpFj1TAQcrGV623/8PRW/JeSYuCoiIiIiIiIiuq9Nhl6VlZVITU3Vff7wCY43btzQXXfv3r3B8ar3qX4vAAiCoDutUSaToWvXrgaPReYlyMMBfx9f954f7265hLulDZ8kSkRERERERETia5Oh1+7du1FSUgIACA8Ph5eXV4325ORk3XX79u0bHK96n/sb5N+XlZWl2zPM19cXVlZW9Y7l6+sLmUw7eygtLQ0WdM6ARfpTr/YY272d3ra80gr8338v839DIiIiIiIiohYgb7iLZcnPz8fy5ct1n7/++uu1+twPxADAzc2twTGr7yVW/V4ANTajb8yeY1ZWVnB0dERRURGqqqqgUCjq3AOMWp5EIsGn0Y/gXFoB7hTX3s/t12vZ+Pn0LUx7IqgFqiMiIjK90tJS/P777/jjjz8QHx+P1NRUlJSUwMbGBt7e3ujRowfGjRuHQYMGQSKRNGrMtLQ0xMTE4NixY8jKyoJGo4G3tzf69++PKVOmNDiTnoiIiNqmNhV6VVZWYs6cObh79y4AIDIyEiNHjqzVT6FQ6K7vn6ZYH1tbW911WVlZs8Z6uF9ZWRlDLzPnam+NL6Y+imk//AF9k7o+3h2PJ0I8EOrtWLuRiIjIgvz444/48ssva+2XCmhPuk5JSUFKSgp27tyJ3r174/PPP6+1zcTDNm3ahCVLltQ6LCg1NRWpqanYtGkT/vKXv2D27NmivhciIiJq/dpM6KXRaLBo0SKcPXsWABAYGIglS5a0cFVkKfp39MTMwR3wzyPJtdrKqzSYt+kCtr0+ANbyNrmimIiI2oiUlBRd4OXj44P+/fsjPDwcHh4eqKioQFxcHHbt2gWFQoGzZ89i+vTp2Lx5Mzw8PPSOt3PnTrz//vsAAKlUijFjxqBfv36Qy+U4f/48tm/fjsrKSqxZswbW1taYOXOmyd4rERERmb82EXoJgoAPPvgAv/zyCwDtxvU//vgjXFxc9Pa3t7fXXev7TeXDqv/m8eFZWU0d6+F+nOXVerwzsguO38zD1cziWm1XMorxxYEbWBAV1gKVERERmYZEIsHAgQPxyiuvoF+/fpBKa/6yJzo6GjNnzsSMGTOQkpKC27dvY/ny5Vi6dGmtsfLz8/HRRx8B0AZeX331FUaMGKFrnzhxIiZNmoSXXnoJSqUSq1atQmRkJDp06GDcN0lERESthsVPOxEEAX//+9+xefNmANqN4n/66ad6N6h3cnLSXRcUFDT4jMLCQr33AoCzs7PefnVRqVQoLS0FoN3fq3poRubNWi7FqmciYGul/5/VP48m4URSnomrIiIiMp233noLa9euxYABA2oFXvf5+/tj5cqVus9jY2N1h/5Ut3btWt33RNOmTasReN0XERGBN998E4D2e6ivv/5ahHdBRERElsKiQy9BEPDhhx8iJiYGgHaa/fr16xEYGFjvfdV/Q3j79u0Gn1O9T0hISI22du3awc7ODgBw584dVFVV1TtWVlYW1Go1ACAoKKjRG7ySeQj1dsLfxnbT2yYIwNubLqJQUWniqoiIiEyjMYf2AEBYWJjueyalUom0tLRafWJjY3XXL774Yp1jTZ48WfdLwkOHDtXa+4uIiIjaLosNve4HXhs3bgQAeHt7Y/369QgKavgUvc6dO+uuL1++3GD/6n06depUo00ikSA0NBQAoFarce3aNYPHotZh2hOBiOzqrbftTnE53tt+BYK+He+JiIjaEEfHBwe8PLwFRGJiIjIyMgAAHTt2REBAQL3j9OrVC4D2AKHTp08boVoiIiJqjSwy9Ho48PLy8sL69esRHBzcqPtDQ0N1JwklJSXVO9urrKwM586dAwDY2dmhT58+tfoMGjRId3306NF6n33kyBHd9ZAhQxpVL5kXiUSCfzzdA56O+k/r3HM5C/89n2HiqoiIiMxHZWUlUlNTdZ8/fILjjRs3dNfdu3dvcLzqfarfS0RERG2bRYZeH330Ua3A6+Flhw2JiorSXa9bt67Ofps3b4ZCoQAADB8+XLeUsboxY8bormNiYnT9H5adna2bym9ra6t37wpqHTwcbbB8co862z/YeQVpd8tMWBEREZH52L17N0pKSgAA4eHh8PLyqtGenPzgNOT69mHV1yclJUWkKomIiKi1s7jQ6+OPP8bPP/8M4EHgZcgpPjNmzNCdnPif//wHBw8erNXn4sWLWLVqFQBALpfjjTfe0DtWp06ddCFabm4uFi9eDJVKVaNPWVkZ3n33Xd30/pdeeqnGJvjU+gzt4o2X+gfrbSurVGPepjio1BrTFkVERNTC8vPzsXz5ct3nr7/+eq0+9wMxAHBzc2twzOp7iVW/l4iIiNo2eUsXIKYvv/wSGzZsAKBdYvbCCy8gOTm5xm8L9enWrVutafUeHh5YvHgxFixYAI1Gg9mzZ2PMmDG604jOnz+PHTt26EKqOXPmoGPHjnU+Y+HChbhw4QLu3LmD3bt34+bNm5g0aRK8vb2Rnp6OLVu2ID09HQDQtWtXzJw5szlfCjITC6LCcCIpDzeyS2u1XbhViDWHEvHWyM567iQiIrI8lZWVmDNnDu7evQsAiIyMxMiRI2v1qz4r3sZG/3YB1dna2uquy8o4k5qIiIi0LCr0On/+vO5aEASsWLGiUfctXboUkyZNqvV6dHQ0lEolli1bhoqKCuzevRu7d++u0Ucmk2HWrFmYNWtWvc/w8fHB2rVrMWfOHCQnJyMhIQFLly6t1a9nz55Ys2aNbpYZtW62VjKseqYnJnz1Oyr1zOpac+gmBnf2RK8g9xaojoiIyHQ0Gg0WLVqEs2fPAgACAwOxZMmSFq6KiIiILJlFhV7G8Nxzz6F///6IiYnBsWPHkJWVBUEQ4O3tjb59+2Lq1Kno1q1bo8YKDQ3Fjh07sHXrVuzbtw/JyckoKiqCm5sbunTpgnHjxmH8+PGQSi1u1Wmb1rWdM/4vKgwf746v1aYRgDdj4hD75iA42Vq1QHVERETGJwgCPvjgA/zyyy8AtBvX//jjj3BxcdHb397eXnf98MmO+pSXl+uu+YtDIiIius+iQq9///vfRhk3ODgYCxYswIIFC5o9lo2NDaZNm4Zp06aJUBm1Fi/3D8ZvCTk4djOvVtvtAiU+2HkVX0yNMH1hRERERiYIAv7+979j8+bNAABfX1/89NNP9W5Q7+TkpLsuKCho8BmFhYV67yUiIqK2jVOKiExAKpVgxeRH4WavfzbXtgsZ2HUx08RVERERGZcgCPjwww8RExMDQLvdw/r16xEYGFjvfdUPIbp9+3aDz6nep6kndhMREZHlYuhFZCLezrZY9nSPOtvf234ZGYVKE1ZERERkPPcDr40bNwIAvL29sX79egQFBTV4b+fODw55uXz5coP9q/fp1KmTAdUSERGRJWLoRWRCo8J98Wwf/b/dLilX4a1NcVBrBBNXRUREJK6HAy8vLy+sX78ewcHBjbo/NDRUd7J2UlJSvbO9ysrKcO7cOQCAnZ0d+vTp07ziiYiIyGIw9CIyscXjuqKDp/5Ndk+n5OOfR5NMXBEREZG4Pvroo1qBV1OXHUZFRemu161bV2e/zZs3Q6FQAACGDx8OOzu7phdMREREFomhF5GJ2VvLsfKZCMilEr3tX+y/gUu3C01bFBERkUg+/vhj/PzzzwAeBF7V9+hqrBkzZuhOYvzPf/6DgwcP1upz8eJFrFq1CgAgl8vxxhtvNKNyIiIisjQWdXojUWvRo70r3n6yMz7bl1CrTaUR8GZMHPbMHQh7a/4TJSKi1uPLL7/Ehg0bAAASiQQvvPACkpOTkZycXO993bp10y1nvM/DwwOLFy/GggULoNFoMHv2bIwZMwYDBgyAVCrF+fPnsWPHDlRUVAAA5syZg44dOxrnjREREVGrxJ+oiVrInwd3xJGEXPyRkl+rLSWvDB/vjsfSSXVvfE9ERGRuzp8/r7sWBAErVqxo1H1Lly7FpEmTar0eHR0NpVKJZcuWoaKiArt378bu3btr9JHJZJg1axZmzZrVvOKJiIjI4nB5I1ELkUkl+GJqBJxs9WfPG0+n439X75i4KiIiIvPy3HPPYdeuXXj55ZcRGhoKBwcH2NvbIzg4GM888wy2bt2KuXPntnSZREREZIY404uoBfm72mFJdHfM2XhBb/uC/15CRIArfJxtTVwZERFR0/373/82yrjBwcFYsGABFixYYJTxiYiIyDJxphdRC3vqUT9Mesxfb1uBogrvbrkIjUYwcVVERERERERErRtDLyIz8OH4cAS46z9i/djNPPx4ItW0BRERERERERG1cgy9iMyAk60VVk6NgFSiv/0fsddxLavYtEURERERERERtWIMvYjMRK8gd8wZ3klvW6VagzdjLqC8Sm3iqoiIiIiIiIhaJ4ZeRGZkzvBQ9Ax01dt2I7sUy2Kvm7YgIiIiIiIiolaKoReRGZHLpFg1tSccrGV629edSMXhhBwTV0VERERERETU+jD0IjIzgR72+HDCI3W2/3XLJeSVVpiwIiIiIiIiIqLWh6EXkRl6+jF/jO3RTm9bXmkF/m/rJQiCYOKqiIiIiIiIiFoPhl5EZkgikWDJxO5o52Krt/3g9Rz8549bJq6KiIiIiIiIqPVg6EVkplzsrbBiyqOQSPS3f7InHok5JaYtioiIiIiIiKiVYOhFZMb6d/TEnwd31NtWXqXB3I1xqFCpTVwVERERERERkfkTNfQqLCwUczgiAvD2yM54xN9Zb1t8VjG+2H/DxBURERERERERmT9RQ6/Bgwfj7bffxokTJ8QclqhNs5ZLsXJqT9ha6f/n+t2xZJxIzDNxVURERERERETmTdTQq7KyErGxsZgxYwZGjBiB//f//h+ys7PFfARRmxTq7YjF47rpbRME4O3NF1GoqDRxVURERERERETmS/Q9vQRBgCAIyMzMxOrVqzF8+HD8+c9/xq+//gq1mnsPERnquT6BiOzqo7ftTnE5Fm67DEEQTFwVERERERERkXkSNfQ6cOAA/vznP8PHx0cXfqnVahw9ehRz5szBkCFDsGLFCqSlpYn5WKI2QSKR4B9Pd4eXk43e9tgrd7Dl3G0TV0VERERERERknkQNvQICAvDWW2/h8OHD+Oc//4knn3wScrlcF4DdvXsXP/zwA0aPHo3p06dj586dqKioELMEIovm4WiDz//Uo872D3ddRWpemQkrIiIiIiIiIjJPoi9vBACpVIohQ4Zg9erVOHr0KObPn4+OHTvqwi9BEHD27FksWLAAgwYNwkcffYT4+HhjlEJkcYZ28cbLA4L1tpVVqjFvUxyq1BrTFkVERERERERkZowSelXn7u6OV155BXv27EFMTAyefvpp2Nvb68Kv4uJibNy4EU8//TQmTZqEjRs3orS01NhlEbVq/zc6DF18nPS2xaUXYs3BmyauiIiIiIiIiMi8GD30qi4iIgKffvopjh8/jk8++QQ9e/YE8GDz+/j4eHz00UcYNGgQFixYgLNnz5qyPKJWw9ZKhlXPRsBarv+f8FeHE3E2Nd/EVRERERERERGZD5OGXvfZ29vjT3/6EzZu3Ig9e/bg0UcfBaDdqFsQBCiVSuzcuRPTp0/HU089ha1bt/LkR6KHhPk6Y8HoML1tGgGYtykOxeVVJq6KiIiIiIiIyDy0SOgFANnZ2fj222/x+uuv49KlS5BIJDXa78/+SkxMxOLFizF+/HhcvXq1haolMk8v9Q/G4M5eettuFyjxwU7+myEiIiIiIqK2yaShl1qtxoEDB/DnP/8Zw4cPx6pVq5Cenq4LuJydnfHiiy9iw4YNmD17Nvz9/XVtSUlJeP7555GUlGTKkonMmlQqwfI/9YC7g7Xe9u0XMrAzLsPEVRERERERERG1PLkpHpKUlIStW7di165dyM/X7jMkCIKu/fHHH8eUKVMwatQoWFtrf3jv3bs3Zs+ejV9//RWff/450tLSUF5ejm+++QYrVqwwRdlErYK3sy2WTeqOmf8+p7f9bzuuoFeQG9q72Zu4MiIiIiIiIqKWY7TQS6FQYO/evdi6dSsuXryoe/1+2OXm5oaJEydi6tSpCA4OrnOcyMhI9O7dG6NGjUJRURFOnTplrJKJWq0nw33x3BOB+PmPW7XaSspVeHvTRWyc2RcyqUTP3URERERERESWR/TQ68KFC9i6dStiY2OhVCoBPAi6JBIJ+vbtiylTpmDkyJGwsrJq1Jiurq4YPHgwfvnlFxQUFIhdMpFF+NvYrjiVdBfJeWW12k6n5uPbI0l4Y1hoC1RGREREREREZHqihl5jxoxBSkoKgJrLFz08PBAdHY0pU6YgMDDQoLHd3NxqjUtED9hby7HqmZ6I/uZ3qDS1/518eeAGBoZ64tEAV9MXR0RERERERGRiooZeycnJkEgkEAQBEokE/fv3x+TJkxEZGQm5vHmPcnFxgZ+fn0iVElmm7u1d8M6TXfCPfddrtak0AuZtisPuOQPhYGOS7fyIiIiIiIiIWozoP/l6eHjg6aefxuTJk9G+fXvRxn3jjTfwxhtviDYekaWaObgDjtzIwank/FptKXll+Hh3PJY93aMFKiMiIiIiIiIyHVFDr6+++grDhg2DTCYTc1giagKZVIIvpkRg9MqjKC5X1WqPOZOOoV28MfoR3xaojoiIiIiIiMg0pGIOFhkZycCLyAz4udphyaTudbYv2HYJ2cXlJqyIiIiIiIiIyLREDb1eeOEFvPDCC/j3v/9t0P0bN27ECy+8gBdffFHMsojapHE9/PD0Y/qXGBcqqvDO5ovQ6NnwnoiIiIiIiMgSiBp6nT59GmfOnEFaWppB99+6dQunT5/G6dOnxSyLqM36+/huCHC309t2PDEP//o9xcQVEREREREREZmGqKEXEZkXJ1srrJzaEzKpRG/7Z/sSEJ9ZbOKqiIiIiIiIiIzPrEIvQdAuteK+YETi6RXkhjnDQ/W2Vao1eDPmAsqr1CauioiIiIiIiMi4zCr0ys3NBQDY29u3cCVElmX2sFA8Fuiqt+1mTimW7r1m2oKIiIiIiIiIjMxsQq87d+7g2LFjkEgkaN9e/+bbRGQYuUyKlVN7wtFGrrf9p5NpOHw9x8RVERERERERERmP/p+AG2HhwoV1tp08ebLe9upUKhWys7Nx6dIllJeXQyKR4IknnjC0LCKqQ6CHPT4cH453tlzU2/7XrRexb95geDramLgyIiIiIiIiIvEZHHpt374dEkntzbEFQUBycjKSk5MNGtfBwQHTp083tCwiqsekx/xxOCEHuy9l1WrLK63E/K2XsPbF3nr/bRMRERERERG1Js1a3igIQo2Pul5v7EfPnj2xbt06+Pn5NfuNEVFtEokEn07sDj8XW73th67nYMOpNBNXRURERERERCQ+g2d6LV26tMbngiBg0aJFkEgk6NevH5566qkGx5BIJLC2toabmxs6deoET09PQ8shokZysbfCiikReO6HU6iWVet8suca+nbwQCcfJ9MXR0RERERERCQSg0Ov6OjoWq8tWrQIANChQwe97URkHvp19MCsIR3x/35LqtVWodLgzZg4bH+jP0rLVUgvUEJRoYK9jRwBbnbw4J5fRERERERE1AoYHHrpM3HiREgkEjz66KNiDktERvBWZGccv5mHyxlFtdris4oxfPkRZBQqa7UNDPXE832DENnVG3KZ2RwAS0RERERERFSDqKHXsmXLxByOiIzIWi7FymciMG71cSir1LXa9QVeAHA8MQ/HE/MQ4G6HFZMj0CfE3dilEhERERERETUZp2kQtWEdvRyxeFw3g+5Nz1fi+R/+wL4rtU+CJCIiIiIiImppDL2I2rhn+wSgd5CbQfdWqjWYuzEOp1PyRa6KiIiIiIiIqHmavLxxx44dNT6fOHFinW3NUX1cIjIetUZAVlG5wfdXqjV4Z0scDr8zlHt8ERERERERkdlocui1YMECSCQSAIBEIqkRTlVva46HxyUi4/n1Wk6d+3c1Vnq+Egev52BUuK9IVRERERERERE1j0HTMgRB0H3U19acDyIyjQ2n0sxqHCIiIiIiIiIxNHmmV3R0tEFtpqJWq5GUlIQrV67g6tWruHLlCq5fv47ycu3yrejo6EadMrlt2zYsXLiw0c+dPXs25syZ02C/yspKbN26Ffv27UNycjIKCwvh7u6OsLAwjB07Fk899RSkUi4RI9O4W1qB44l5oox17GYe7pZWwMPRRpTxiIiIiIiIiJqjyaHX0qVLDWozlXnz5mH//v0tXYZeSUlJmDt3LhITE2u8np2djezsbBw5cgSbNm3C6tWr4enp2UJVUluSXtC8ZY0Pu12gZOhFREREREREZqHJoZe5U6vVNT53dXWFq6srUlNTDR5z+vTp6Nu3b719QkJC6m3PycnBq6++iszMTABAly5dEB0dDW9vb6Snp2Pr1q1IT0/HuXPnMHPmTGzYsAH29vYG10zUGIoKlajjrTl0E9P7BaNvB3fYyGWijk1ERERERETUFBYXevXo0QMdO3ZEeHg4wsPDERAQ0OSlig/r1q0bIiMjm1XXsmXLdIHX2LFj8dlnn0Euf/Dlnz59OmbNmoXTp0/j6tWr+O677zBv3rxmPZOoIfY24v4n4NdrOfj1Wg4cbeQY0sULT3bzwdAu3nCxsxL1OUREREREREQNMcvQS6PRGLyv1axZs0SupvkSExOxd+9eAICXlxc+/vjjGoEXADg4OGD58uUYOXIkKioqsG7dOrzyyitwdnZuiZKpjQhwszPKuKUVKuy5lIU9l7Igl0rQJ8QdI7v5YGQ3H7R34wxGIiIiIiIiMj5Rd0z/8ccfmz1Geno6nnvuORGqMR979+7VnUg5depUODg46O3n4+ODqKgoAIBSqcTBgwdNViO1TR6ONhgYatz941QaASeS7uLDX+Ix8B+HEbXqGL44cANXMop4UisREREREREZjaih1z/+8Q/MmDEDubm5Bt2/Y8cOREdH4+LFi2KW1eKOHj2qux4yZEi9fau3V7+PyFie7xtk0uddyyrG6oM3MW7NcQxYdgjv77yCozdyUanSmLQOIiIiIiIismyiL288ceIExo8fj08++QQjRoxo1D0lJSX44IMPEBsbC0EQIJFIxC6rWX7++Wd8//33uHPnDjQaDdzc3BAWFobBgwcjOjoadnZ1LxETBEF3WqNMJkPXrl3rfVb37t111zdu3BDnDRDVI7KrNwLc7ZCeL+5Jjo2RWVSO9SfTsP5kGpzu7QM2kvuAERERERERkQhEnel1f9leQUEBZs+ejQ8++AAVFRX13nPmzBlMmDBBF3gBQP/+/cUsq9kuX76M5ORkKBQKlJeXIysrC4cPH8aHH36I4cOH4/Dhw3Xem5WVBaVSGyb4+vrCyqr+H+R9fX0hk2lPvUtLS+PyLzI6uUyKFZMjYC0z7D8H1jIpvpveC/94ujsiu3rDRm7YOCUVKuy+lIU3Y+LQ6+MDeP6HP/DTiVRkFJo+jCMiIiIiIqLWT9SZXjt27MC7776rW564efNmnDlzBitWrKg1w0mtVmP16tX44YcfoNFoIAgCrK2t8fbbb+Oll14SsyyDyWQyREREoHfv3ggODoa9vT1KSkpw5coV7Nu3D4WFhcjPz8frr7+O5cuXY9y4cbXGKC4u1l27uro2+EwrKys4OjqiqKgIVVVVUCgUde4BRiSWPiHuWP1sBOZujEOluvHLDK1lUqx+NgJPhvsCAKY+HghFpQrHbubhQHw2Dl3PQX5ZZZPrUWkEHE/Mw/HEPHyw6yq6tXPWbYQf7udsdrNBiYiIiIiIyPyIGnoFBATg559/xldffYXvvvsOGo0GycnJmDJlCubNm4cZM2YA0M5gevfdd3HlyhXdTKbQ0FAsX74cYWFhYpZksF69euHQoUPw9fWt1TZ58mT89a9/xeLFi3Wb1C9atAiPPfYY/Pz8avRVKBS6axsbm0Y9u3q/srIyhl5kEqMfaYcNr9rgnS1xjVrqGOBuhxWTI9AnxL3G6/bWcowK98WocF+oNQLO3yrAgfhsHIjPRkpemUG1xWcVIz6rGKsO3oS/qx0iu3pjZDdf9Alxh7WBM8uIiIiIiIjIsom+p5dMJsObb76JAQMGYP78+cjMzERVVRWWL1+O48ePY9iwYVi5ciWUSqUu8Jo2bRrmz5/f6FDIFIKC6t/c29HREcuXL0deXh5Onz6NiooKfP/99/jggw9MVCGR+PqEuOPwO0Nx8HoONpxKw7GbebX6DOrkief7BmFEmDfkDSyJlEkleDzYHY8Hu2NhVBiSckux/14AFpdeCENW72YUKvHTyTT8dDINTrZyDO3ifW8fMC8423IfMCIiIiIiItISPfS6r3fv3ti5cyfef/993X5dp06dwqlTp3Rhl4eHB5YsWdLgiYbmSiaTYd68eXjuuecAAL/99lut0Mve3l533dD+Zvr6cZYXmZpcJtXN1LpbWoHbBUqUVajgYCNHezc7eDgaFk5LJBKEejsh1NsJfxkaipySchy6loMD8dk4lphn0OmNJeUq/HIxE79czISVTIK+HTwwspsPIrv6wM+17gMmiIiIiIiIyPIZLfQCACcnJ3z55ZdwdXXFxo0bAUAXeHXo0AEbNmyAu7t7fUOYvZ49e8LGxgYVFRXIzMyEUqmscZqjs7Oz7rqwsLDB8VQqFUpLSwFo9/eqHpoRmZqHo43BIVdDvJ1s8UyfQDzTR7sP2NEb9/cBy0aBoqrJ41WpBRy7mYdjN/Pw/s6reMTfGZFdtfuAdWvHfcCIiIiIiIjaGqOGXmq1GqtWrcLmzZtr/MApkUiQkpKCFStW4G9/+1uNkKi1kUqlcHFxQU5ODgDtxvXV30+7du1gZ2cHpVKJO3fuoKqqqt4THLOysqBWqwFol1jyB3VqC+yt5Rj9iC9GP+ILlVqDc2kF+PWadhlk6l1FwwPocSWjGFcyirHyV+0+YPc3wu8T4g4rA0+qJCIiIiIiotbDaKFX9c3qAe0Mr06dOsHV1RVnzpyBRCLBtm3bcPbsWSxfvhzdu3c3VilGpdFoapzQWH1mF3BvSVdoKC5fvgy1Wo1r166hR48edY53+fJl3XWnTp3EL5jIzMllUjzRwQNPdPDAojFdkZhTcx8wQ2QUKrHuRCrWnUiFs60cw8K0+4AN6ewFJ+4DRkREREREZJGMEnpt3boVS5YsqbFZ/fPPP4/58+fDysoK//znP/HVV19BrVYjLS0Nzz77LGbPno0///nPrW5mU1xcHMrLywEAvr6+emetDRo0SBdmHT16tN7Q68iRI7rr1rrXGZFYJBIJOvk4oZOPE94YFoqc4nL8ei0Hv17LxnED9wErLldhZ1wmdsY92AfsyW4+iOzmg3YurXfWKREREREREdUk6hqf4uJizJ07F4sXL9YFXh4eHvjnP/+Jv/3tb7C2toZEIsGsWbPw888/IzAwEIB2H6tVq1bhhRdeQFZWlpglGZVGo8Hq1at1nw8dOlRvvzFjxuiuY2JioFDoX66VnZ2N2NhYAICtrS1GjBghXrFEFsDb2RbPPRGIf730OC4sHolvn38Mkx7zh6u9YbO17u8DtnjnVfRbeghPrTmO1Qdv4lpWsS6wJyIiIiIiotZJ1NDrqaeewoEDByAIAgRBwKBBg7Br1y69M5Z69OiBHTt2YNKkSbrXzp49iwkTJmDPnj1iltVkFy5cwKZNm+o9bVGhUGD+/Pk4efIkAMDa2hqvvfaa3r6dOnVCVFQUACA3NxeLFy+GSqWq0aesrAzvvvuu7pkvvfRSraWSRPSAg40cox9phy+mRODse5GImdkXMwaGINDd8MMfLmcU4YsDNxC16hgGfXYYH/5yFScS81ClbvqMMiIiIiIiImpZEkHE6QxhYWGQSCSwsrLCu+++ixdeeKFR9+3btw8ffPABioqKtEVJJLh27ZpBNaSnp2Pr1q01XktISMDhw4cBAF26dMGwYcNqtPft2xf9+vXTff7rr7/ijTfegL29PQYMGIDw8HDdhvQlJSWIj4/Hnj17dKcxSiQS/OMf/8CECRPqrCs7OxtTpkzBnTt3dHVMmjQJ3t7eSE9Px5YtW5Ceng4A6Nq1K/7zn//AwcHBoK/B1atXMWnSJGzbtg3h4eEGjUHUWgmCgJs5pTgQn4398dm4aOA+YNW52FlhWBcvjOzmiyFdvOBoY9QzQIiIqAXw+yciIiLLI/pPbqGhoVi+fDm6dOnS6HtGjx6NiIgIzJ8/H6dPn27W8zMzM/Htt9/W2Z6QkICEhIQar8nl8hqh130KhQIHDhzAgQMH6hzPy8sLn3zySZ1LG+/z8fHB2rVrMWfOHCQnJyMhIQFLly6t1a9nz55Ys2aNwYEXUVsnkUjQ2ccJne/tA5ZdXK47CfJE4l1UGjBrq0hZhR1xmdgRlwlrmRT9OnpgZDcfRHb1ga+LrRHeBRERERERETWXqKHXtGnT8H//93+wtrZu8r2+vr746aef8P3339fYJ6sl9OvXD9988w0uXbqES5cuISsrC4WFhSgpKYGtrS08PDzQrVs3DB06FFFRUbCxsWnUuKGhodixYwe2bt2Kffv2ITk5GUVFRXBzc0OXLl0wbtw4jB8/HlKpqKtOido0H2dbTHsiCNOeCEJphQrHbuTiQHw2Dl7PQZGyqsnjVao1OHIjF0du5OJvO66gR3sXjOzqg5HhPuji49TqDuMgIiIiIiKyVKIubxRLfHw8unXr1tJltFqcnk/UMJVagzOpBTgQn40D1+4gPV/Z7DED3O0wsqsvRnbzwePBbpDLGGATEbUW/P6JiIjI8pjlxjQMvIjI2OT3lin26+iBxeO6IiG7BL/Ga5dBXrxdZNCY6flK/Ov3FPzr9xS42FlheJg3RnbzweDOzd8H7G5pBdILlFBUqGBvI0eAmx08HBs3y5SIiIiIiKgtMknodePGDWRlZaG4uBhqtRoTJ040xWOJiBpFIpEgzNcZYb7OmD28E+4UPdgH7GSS4fuAbb+Qge0XMmAtk6J/6IN9wHycG7cPmEqtwa/XcrDhVBqOJ+bVah8Y6onn+wYhsqs3Z5URERERERE9xGihV0ZGBn744Qfs2bMHJSUlNdoeDr3y8vLwySefQBAEPPLII3jttdeMVRYRUYN8XWzxfN8gPN9Xuw/YkYRcHIi/g0PXc1BcrmryeJVqDX5LyMVvCbl4b/sVPBrgipFdvTGymy86+zjq3QfsdEo+3tkSV++yy+OJeTiemIcAdzusmByBPiHuTa6NiIiIiIjIUhkl9Nq9ezfef/99KJVKPLxlmL4f7jw9PXH37l2cOXMGR48exXPPPcfTC4nILDjayDG2RzuM7dEOVWoNzqTma/cBi8/G7QLD9gG7mF6Ii+mFWL7/BgLd7TGymw9GdvNB7yDtPmD7rmRh7sa4Rs8wS89X4vkf/sDqZyMw+pF2BtVERERERERkaUQPvf73v//hr3/9KwBAEAQ4OzsjIiICt27dQmpqap33TZ48GWfOnEF5eTmOHTuG0aNHi10aEVGzWMmk6N/RE/07euL9cd1w/U6JLgC7nGHYPmC38hVYezwFa4+nwNXeCj3au+BE4l2oNE07Y6RSrcHcjXHY8KoNZ3wREREREREBEHUTmOLiYixevBiCIEAikWD27Nk4fvw4vvvuOwwYMKDee4cPHw65XJvBnTx5UsyyiIhEJ5FI0LWdM+aO6IRf5gzEyYXD8fGEcAzu7AUrWe0ZrY1RqKjC0Rt5TQ687qtUa/DOljioDNiDjIiIiIiIyNKIOtNr06ZNKC4uhkQiwRtvvIE33nij0fc6OjqiQ4cOuHHjBhISEsQsi4jI6Nq52GF6v2BM7xeMkvIqHLmRiwPx2Th0PQclBuwDZqj0fCUOXs/BqHBfkz2TiIiIiIjIHIkaeh09ehQA4OrqatBm9CEhIbhx4wbS09PFLIuIyKScbK0wrocfxvXwQ5Vag9MpD/YByyg0bB+wpvj+aDKGdPaCrZXM6M8iIiIiIiIyV6KGXikpKZBIJOjduzesra2bfL+LiwsA1DrtkYiotbKSSTEg1BMDQj3xwVPdcC3r3j5g1+7gSkaxUZ55Nq0AYYv3wdPRGu1c7ODnaot2Lnbwd7VDO1db+Llqrz0dbSCTGrYUk4iIiIiIyNyJGnoVFhYCANzdDdtEWa1WAwCkUlG3GiMiMgsSiQTd/JzRzc8Zb0Z2QmahEr9e084AO5GUB7G34sorrUReaWWdm+zLpRL4utjC734w5moHP1c7+LnY3vvTDs52cr2n7hIREREREZk7UUMvJycnFBYWQqFQGHR/dnY2AO3ySCIiS+fnaocX+gXjhX7BOBB/B6+tP2fS56s0Am4XKHG7oO4llw7WMl0Y5n9vxlj1YMzXxZbLKImIiIiIyCyJGnr5+PigoKAA169fb/K9VVVViIuLg0QiQXBwsJhlERGZPS8n25YuQa+ySjUSc0qRmFNaZ5+2tIzybmkF0guUUFSoYG8jR4CbHTwcbVq6LCIiIiIi0kPU0OuJJ57A9evXkZiYiOvXryMsLKzR927btg2lpaWQSCTo27evmGUREZm9ADe7li7BYJa+jFKl1uDXaznYcCoNxxPzarUPDPXE832DENnVG3IZl+cTEREREZkLUUOvcePG4aeffgIA/P3vf8f69esbtaH9jRs38PnnnwMAZDIZxo8fL2ZZRERmz8PRBgNDPfWGKk1lJZNApREgCCIUJoLGLqP0c7VDOzNbRnk6JR/vbIlDen7dtR9PzMPxxDwEuNthxeQI9AkxbF9LIiIiIiISl6ihV/fu3fHkk09i//79uHjxIl588UV8+OGH6Ny5s97+5eXl2Lp1K1auXKmb5TV58mT4+fmJWRYRUavwfN8gUUKvr557DMO6eCO7uByZhUpkFimRWXjvulCJrKJyZBQqUVKuEqFqcZRVqnEzpxQ3m7iM0u/eUkpjLKPcdyULczfGobKRJwyk5yvx/A9/YPWzERj9SDvR6iAiIiIiIsOIGnoBwCeffILExEQkJycjLi4OEyZMQGhoKMrLy3V93njjDeTl5eHatWuoqqqCcG86QteuXbFw4UKxSyIiahUiu3ojwN2u3llFDQlwt8OIMO0yuwB3ewS429fZt6S8CllF98OwcmQVKZFRLRjLKixvdOBjCqZcRnk6Jb9Jgdd9lWoN5m6Mw4ZXbTjji4iIiIiohYkeejk7O2P9+vV4++23cfr0aQBAYmIiAOh+0Dh06BAA6MIuAOjbty9WrlzZqOWQRESWSC6TYsXkCDz/wx8GhU3W9+5v7L5STrZWcLK1QmcfJ73tGo2Au2WV90IwJTIKy5F1b+bY/evc0gqLW0Ypl0rwzpamB173Vao1eGdLHA6/M5R7fBERERERtSDRQy8A8PT0xE8//YSdO3fip59+wrVr1+rs27FjR7z22msYP348pFL+cEBEbVufEHesfjaiybOMrGVSrH5W3P2kpFIJvJxs4OVkg0cDXPX2qVRpkF2sXS6Z9dAyyszCcmQWtb5llE628mbXnJ6vxMHrORgV7tuscYiIiIiIyHBGCb0A7ayuiRMnYuLEicjNzUVcXBxycnJQUlICOzs7eHp6okePHggICDBWCURErdLoR9phw6s2DW6gfl9LbqBuLW/8MsqMQiWyCqvvM6YNxu4UmdcySrFCug2n0hh6GVNZHlCQBlSWAtaOgFsQ4ODZ0lURERERkRkxWuhVnZeXF0aOHGmKRxERWYQ+Ie44/M5QHLyegw2n0nDsZu0N7gd18sTzfYN0e3iZq8Yso8wrq6gWiJXXWFKZWahEbkmFiatuvmM38/D1oZsI93dBB09H+LnamvX/Tq2CWgXciAXO/AAk/1a7vcNQ4PFXgc5RgMwk3+IQERERkRnjd4RERGZKLpNiVLgvRoX74m5pBW4XKFFWoYKDjRzt3ezg4WjT0iWKQiqVwNvJFt5OtnUuo6xQqZFdVKGbIfZg5tiDJZUlFeazjPK+z/ff0F1bySQIcLdHiIcDQjwdEOz54M92zraQinjypEVKOwFsnwUUptXdJ/k37YdrEBD9LRDU31TVEREREZEZYuhFRNQKeDjaWEzIZQgbuQyBHvYI9Kh7GWVxeZV2ttj9YOxeGJZx/zTKIiWq1C23636VWkBybhmSc8tqtdnIpQj2cECwpz1CPB0R4mmP4HvhmJeTTaNOnLRo8buA/84A1JWN61+YBqyfADy9Fug23ri1EREREZHZYuhFREQWwdnWCs6+VujiW/8yysx7J0/eD8OqL6lsqWWUFSoNErJLkJBdAiC7RpuDtQzB92aEdfB0uBeOaa/dHNrAicdpJ5oWeN2nrtTe57CTM76IiIiI2qgmh15fffWVMeqoZfbs2SZ5DhERtQ3Vl1FG1LGMMqtIiX5LD5m2sAaUVapxNbMYVzOLa7W52Flpl0l6aGeIaWeKaUMxZ1urFqhWZGqVdkljUwMv3f2V2vvnnOceX0RERERtkEGhlymWWTD0IiIiU2vnYoeBoZ44nlj74ABzVKSswsX0QlxML6zV5ulorZsVFnJ//7B7SyjtrVtJAHQjtv49vBqjMA24sQ/oOk6cmoiIiIio1TDou15BMO6eKG1+7xIiImoxz/cNEiX0GtejHWRSCVLzypCSV4bictNutJ9XWom80kqcTSuo1ebrbKubFXY/DAvxdECghz1s5DKT1lmvMz+INw5DL5NRq9VISkrClStXcPXqVVy5cgXXr19HeXk5ACA6OhrLli1rcJxt27Zh4cKFjX7u7NmzMWfOHIPrJiIiIsvT5NCLM7CIiMiSRXb1RoC7HdLzlQaPEeBuh5VTIyCXSQFof1lUoKhCSl4pUvIUuiAsJa8MqXfLoKhUi1V+o9wpLsed4nKcSs6v8bpEAvi72lWbFXZvHzFPB7R3s4PVvfcjCrUKUOQBpdlAae69P7OBsnvXRbeB9D/EeVbyYaAsD3DwFGc8qte8efOwf//+li6DiIiIiKEXERFRdXKZFCsmR+D5H/5ApVrT5Put790vrxYQSSQSuDtYw93BHb2C3Gv0FwQBuSUVSM4r04Zhd8t0oVjqXQUqVU2vwVCCANwuUOJ2gRLHbtac7SaXShDgbo9gD/taSyb9XO0gk0oAjQZQ5gOlOfdCrBygrNq17iMbUNwFYMLTNAvTGHqZiFpdM8R1dXWFq6srUlNTDR5z+vTp6Nu3b719QkJCDB6fiIiILFMr2dSDiIjIdPqEuGP1sxGYuzGuRvDljmIESHJgL6mAQrBBuuCNfDjr2q1lUqx+NgJ9Qtz1DauXRCKBt7MtvJ1t0beDR402jUZAVnE5UnIfhGH3A7Fb+QqoNKYIjQQ4QwEvoRCed4vhkF8IJBaiRFKELBRBJSlEsbQIPtJiuAmFkMF0IV2TVJS2dAVtRo8ePdCxY0eEh4cjPDwcAQEBTV6q+LBu3bohMjJSxCqJiIioLWDoRUREpMfoR9phw6s2mL/5HLoU/Y7nZQcwSHalVr9j6kewQT0SCS4D8NmUXk0KvBoilUrg72oHf1c7DOxUc5aSSq1BRqHywTLJvDKk3NUunbxdoEBDeZg9yuEpKYIXCuElKdJeSwrvfV4ML0nhvfYi2EiqGi7WhJO2DGLj2NIVtBmzZs1q6RKIiIiIADD0IiIiqlMf6XUctnkHEuu6TxAcJLuCQbIrEGy2QSL9FkB/k9Qml0kR5OGAIA8HDO1y78WqcqAsB5VFWci7k4GinHSU5WdCVZwNaVkObCvy4KwuhJekEA6SCpPUaTZcg1q6AiIiIiIyMZOEXikpKbh27Rry8/NRVlYGBwcHuLm5oVu3btx/gYioMcrygII0oLIUsHYE3IK4P5Gxxe8C/jsDEnVlo7pLCtOA9ROAp9cC3caLV4e66t7m7tX2wyqrdq3bBD4HqCgCAFgD8Lv3UYuIe9G3FpoOwyDlvxciIiKiNsdooVdJSQnWrVuHrVu3Iicnp85+Xl5emDx5Ml588UU4OzvX2Y+IqM1Rq4AbscCZH4Dk32q3dxgKPP4q0DkKkHHirqjSTgD/nQE0MvDSUVdq73PYCQTVM+NLowYU+XoCrJzam8Ar7jbvvZixQsEBuYIrcgUX5MGl1nWo5DYWW/2n2c+56Psn9BShXmo5P//8M77//nvcuXMHGo0Gbm5uCAsLw+DBgxEdHQ07O7uWLpGIiIjMkFF+Svr999+xYMEC5OXlQRDq3+QjJycH33zzDTZt2oSlS5di0KBBxiiJiKh1STsBbJ+lPXGuLsm/aT9cg4Dob+sPWajx1Crt176pgZfu/kpgy0vAyI+1gZW+UwzL8gBB3eBQrVGJYFctuNKGV3mCC3JxL9C699pdOKMSVvWOdRyP4EXZfgRKcw2u55bGCytvdcBPBo9A5uDy5cs1Ps/KykJWVhYOHz6MNWvWYMmSJRg2bFgLVUdERETmSvTQ69ChQ3jzzTehUql0gZdMJkNISAjatWsHOzs7KJVK3LlzB8nJybpjrfPy8vD6669j1apVGDFihNhlERG1HveW1TU6dDHWsjpLJwjar3GVElCVaz+qyoGb++sPGxujNBvYPlOcOs2B3BZw9AYcfQAH7wfXjl4QHLxRJHfHrQpH3CyzQ1KhoNtcP+2uAkqV4eGeGjK8U/U6NlgvgY1E1eT7KwQ53ql6HWcSC3C3tAIejjYG10ItQyaTISIiAr1790ZwcDDs7e1RUlKCK1euYN++fSgsLER+fj5ef/11LF++HOPGjWvpkomIiMiMiBp65eXlYeHChaiq0p7y5ObmhjfeeAPjx4/Xu3SxpKQEu3btwjfffIP8/HyoVCosWrQIe/bsgacn994gojbI2MvqzJW66l74VAGo7v35cBilu67Wr/rrun7V79fTT/d6Ocz/yEEjksrvhVhe9wKs6mGW971w6961jRMgkegdRgLA9d5Hj4faBEFAdnEFkvNKkZqnQOrdMl0gduuuApVqTYNlnhHCMLdqNlZbfdWk4KtCkGNu1WycEcIAALcLlAy9WplevXrh0KFD8PX1rdU2efJk/PWvf8XixYuxd+9eCIKARYsW4bHHHoOfn97d7IiIiKgNEjX02rBhA4qKiiCRSBAaGooff/yx3vDKyckJ06ZNw6hRo/Dyyy/j5s2bKC4uxoYNGzBv3jwxSyMiMn9iLKvbPguYc97wPb406vpDpsYGUE0Noyx0qZ/JSaSAvaduFpbeAOv+n7augNS4u9pLJBL4utjC18UW/TvWbFNrBGQWKpGSV6YLw1LvBWLpBUqoNQ8Cyf9p+uD5ykVYYfX/GrXU8ZbGSzvD617gBQBlFU2fKUYtKyio/hM3HR0dsXz5cuTl5eH06dOoqKjA999/jw8++MBEFRIREZG5EzX0OnToEABAKpVi5cqVjZ6t5enpiZUrV+Kpp56CIAg4dOgQQy8iantuxDZ/WV1hGrDtVcAloIFZTvcDqIfCKE2VOO+FxGXnXnMm1kNLDLV/+gD2HoBU1tLVNopMKkGAuz0C3O0xGF412qrUGhyIz8Zf/nNe99oZIQzDKr/ACOl5PC/7FYNllx8eEkfV3bFBHYmDmsegRs2vg4MND3uwRDKZDPPmzcNzzz0HAPjtt98YehEREZGOqN8BZmRkQCKR4LHHHkPHjh0bvqGajh07olevXjhz5gwyMjLELIuIqHU484M441zdLs44ZFw2ztVmYekJsO63OXgBcuuWrtakrGRSPBHiXut1NWTYr3kc+zWPw72qGO0luXCQlKNMsMVtwQv5qPsU6PZuPN3PUvXs2RM2NjaoqKhAZmYmlEolT3MkIiIiAEY6vTE4ONjg+86cOSNuMURErUFZnvYkRrIsXZ8CfB7Rs8TQG7DiD+X18XC0wcBQTxxPzNPbng9n5AvOjdqWbVAnT+7nZcGkUilcXFyQk5MDACguLmboRURERABEDr18fX2RnJwMhUJh0P3379O3YSkRkUXSaIDM88DZf7V0JW2T1Ep7MqGVrfZPqRwoSBFv/HErAQcezGKo5/sG1Rl6NXUcslwajQbFxcW6z/UdnkRERERtk6ih14ABA5CUlIRz5841+V5BEHDu3DlIJBL069dPzLKIiMxLZRmQdFi7h9eN/UBZTktX1PIkUkBuB8httDOg5LY1wyi57b3XbbT9qr/e5H732231b/i/foI4s+46DGPg1UyRXb0R4G6H9HylwWMEuNthRJi3iFWRuYmLi0N5eTkA7S9OOcuLiIiI7hM19HrmmWcQExOD7Oxs/PTTT3jxxRcbfe+GDRtw584dWFtb49lnnxWzLCKilleUAdzYp/1IPgKoK1q6orrpC4+aFUZVv19PPys77QwriaSl37nW46+KE3o9/mrzx2jj5DIpVkyOwPM//IFKtabJ91vfu18uM+4pldRyNBoNVq9erft86NChLVcMERERmR1RQ68OHTrgb3/7G95//3189tlnUKlUePnllyGt50h0QRCwbt06fP755wCARYsWNXkTfCIis6PRAFlx2pArIRa4c8m0zx/0rnaWUaPDqPttNuYTPrWUzlGAa1DzTtJ0DQI6jxavpjasT4g7Vj8bgbkb45oUfFnLpFj9bAT66NkQn8zfhQsXcOPGDUycOBE2Nvr3Y1MoFHj//fdx8uRJAIC1tTVee+01U5ZJREREZk7U0CszMxMDBw7EokWL8Pnnn2P58uWIiYnBuHHjEBERAT8/P9ja2qK8vByZmZm4ePEi9uzZg1u3bsHKygp//etfMXjwYGRmZtb7HD8/PzHLJiISR6UCSDmiDblu/A8ovdMydXQYBoxY3DLPtgQyORD9rXaZo7rSgPuttffrWzpJBhn9SDtseNUG72yJa9RSxwB3O6yYzMCrpaSnp2Pr1q01XktISNBdx8fH48svv6zR3rdv3xrbW9y9exfvv/8+li1bhgEDBiA8PBzt2rWDnZ0dSkpKEB8fjz179qCwsBAAIJFI8Mknn6B9+/bGe2NERETU6oj6Hfnw4cMhqTZDQBAEpKen49tvv63zHkHQHrtUVVWFJUuWYMmSJfU+QyKRID4+XpyCiYiaqzir2rLF3wBVeUtXxGV1YgjqDzy9FvjvjKYFXzJr7X1B/Y1XWxvVJ8Qdh98ZioPXc7DhVBqO3ay9wf2gTp54vm8QRoR5c0ljC8rMzKz3e7+EhIQaIRgAyOVyvXu6KhQKHDhwAAcOHKhzPC8vL3zyySdc2khERES1GOXX0IIgQCKR6AKw+8GWPg+HZEREZk0QgKyLD5YtZsU1f0yJFAjoC3QaCZz5Hiiuf7ZrvbisTjzdxgMOO4Htsxq31NE1SDvDi4GX0chlUowK98WocF/cLa3A7QIlyipUcLCRo72bHTwc9S+Do9anX79++Oabb3Dp0iVcunQJWVlZKCwsRElJCWxtbeHh4YFu3bph6NChiIqKqnMJJBEREbVtooZeXHZIRBapSgmkHH2wbLGkGaHUfTbOQOgI7f5RnUYC9veWYQX25bI6cxLUH5hzXhtynvkBSD5cu0+HYdrZdZ1H82tvQh6ONgy5zNQTTzxRayZXUzk4OGDEiBEYMWKESFURERFRWyTqd+eHDh0SczgiopZTkl1z2WKVovljugVrQ64uo4HA/oDcunYfLqszPzI50HWc9qMsTzvrq6IUsHHUzu5y8GzpComIiIiISA/+SpqICNAuW7xz+cGyxczzzR9TIgXa99GGXJ2jAK8ujTsZkcvqzJeDJ0MuIiIiIqJWQtTQq7S0VHft6Ogo5tBEROKrKgdSjz1Ytlh8u/ljWjsBocPvLVt8EnDwMGwcLqsjIiIiIiJqFlF/SurduzckEgk8PDxw5MgRyGQyMYcnImq+0lzg5v+0QVfSYaCqrPljugY+WLYYNFD/skVDcFkdERERERGRwUQNvWQyGTQaDXr37s3Ai4jMgyAAOfH3ZnPtA26fBdDck2IlQPvHHyxb9O7auGWLzcFldURERERERE0iaujl4eGB3NxcODs7izksEVHTqCqA1OP39ufaBxTdav6YVg5Ax2FAlyig0yjA0av5YxIREREREZHRiBp6BQYGIjc3Fzk5OWIOS0TUsLI84Ob+e8sWDwGVpQ3f0xDn9g9mcwUPBKxsmz8mERERERERmYSoodfIkSNx9uxZnD17FkqlEnZ2dmIOT0T0gCAAudcfLFtMP43mL1sE4N/rwf5cPo8Yf9kiERERERGRCeSX5yOjJAMKlQL2cnv4O/nD3da9pcsyKlFDr0mTJuHHH39EdnY2VqxYgb/97W9iDk9EbZ2qEkj7/d6yxVjtxu7NZWWvPQWxy2jtskUnn+aPSUREREREZAZUGhWOpB9BTEIMTmWdqtXet11fPNPlGQwJGAK51PJOhBf1HTk5OeGLL77An//8Z/znP/9BZWUl/vrXv8LJyUnMx9RLrVYjKSkJV65cwdWrV3HlyhVcv34d5eXlAIDo6GgsW7asSWOmpaUhJiYGx44dQ1ZWFjQaDby9vdG/f39MmTIFXbt2bfRYlZWV2Lp1K/bt24fk5GQUFhbC3d0dYWFhGDt2LJ566ilIpdIm1Udk0RT5NZctVhQ3f0xnf6DzKO2MrpDBXLZIREREREQW51z2Obx3/D1klGbU2edU1imcyjoFf0d/fDrwU/Ty6WXCCo1P1NBrx44dAIBp06bhhx9+wJYtW7Br1y4MGDAA4eHhcHd3h61t4364nDhxokE1zJs3D/v37zfoXn02bdqEJUuW6EKz+1JTU5GamopNmzbhL3/5C2bPnt3gWElJSZg7dy4SExNrvJ6dnY3s7GwcOXIEmzZtwurVq+HpyVPaqI0SBCDvRrVli38Agqb54/r1fLBs0bcHly0SEREREZHF+jXtV8w/Oh9VmqpG9c8ozcBr+1/DZ4M/Q2RQpJGrMx1RQ68FCxZAUu0HSUEQUF5ejkOHDuHQoUONHkcikRgceqnV6hqfu7q6wtXVFampqU0ea+fOnXj//fcBAFKpFGPGjEG/fv0gl8tx/vx5bN++HZWVlVizZg2sra0xc+bMOsfKycnBq6++iszMTABAly5dEB0dDW9vb6Snp2Pr1q1IT0/HuXPnMHPmTGzYsAH29vZNrpmoVVJXAWknHixbLEhp/phyO6DD0AfLFp3bNX9MIiIiIiIiM3cu+1yTAq/7qjRVmH90Pr5/8nuLmfEl+oJNQai9kbS+14ylR48e6NixI8LDwxEeHo6AgABs27YNCxcubNI4+fn5+OijjwBoA6+vvvoKI0aM0LVPnDgRkyZNwksvvQSlUolVq1YhMjISHTp00DvesmXLdIHX2LFj8dlnn0Euf/Dlnz59OmbNmoXTp0/j6tWr+O677zBv3rwmvnuiVkRZANz8FbgRq/2zoqj5Yzq1q7ls0ZrBMRERERERtR0qjQrvHX+vyYHXfVWaKrx3/D3sjt5tEXt8ifoOoqOjxRzOILNmzRJlnLVr16K0tBSAdrlm9cDrvoiICLz55ptYtmwZVCoVvv76a6xYsaJWv8TEROzduxcA4OXlhY8//rhG4AUADg4OWL58OUaOHImKigqsW7cOr7zyCpydnUV5P0QGKcsDCtKAylLA2hFwCwIcmrH0Ni9RG3Il7ANunQQEdcP3NKTdow+WLbaL4LJFIiIiIiJqs46kH6l3D6/GyCjNwJHbRzAisHYO0tqIGnotXbpUzOFaVGxsrO76xRdfrLPf5MmTsXr1aigUChw6dAjl5eW19i3bu3evbrbb1KlT4eDgoHcsHx8fREVFYceOHVAqlTh48KBZBInUxqhV2mDqzA9A8m+12zsMBR5/VRs0yRr4T4haBaSferA/193E+vs3htwWCBmiDbk6jwac/Zo/JhERERERkQWISYgRZZxN1zcx9LJUiYmJyMjQJqMdO3ZEQEBAnX0dHR3Rq1cvHDt2DAqFAqdPn8bgwYNr9Dl69KjuesiQIfU+e8iQIboDAY4ePcrQi0wr7QSwfRZQmFZ3n+TftB+uQUD0t0BQ/5rtykIg8VdtyHXzAFBe2Py6HH0eLFvsMASw1h8cExERERERtVX55fk4lXVKlLFOZp1Efnk+3G3dRRmvpTD00uPGjRu66+7duzfYv3v37jh27Jju3uqhlyAIutMaZTIZunbt2uBY+uogMrr4XcB/ZwDqysb1L0wD1k8Anl4L+IQ/2IT+1klAo2p+Pb7dqy1b7AlIpc0fk4iIiIiIyEJllDRvWePDMkszGXpZouTkZN11+/btG+xfvU9KSs1T57KysqBUKgEAvr6+sLKyqncsX19fyGQyqNVqpKWlQRCEGidiEhlF2ommBV73qSuBzS8AEOGwCpm1dvP5zveWLbrWPcOSiIiIiIiItBRVCvyW/ht+vvazqOOWVZWJOl5LMHrode3aNZw7dw5ZWVkoLi6GWq3GkiVLjP3YZikpKdFdu7m5Ndjf1dVV770AUFxcrLdfXaysrODo6IiioiJUVVVBoVDUuQcYkSjUKu2SxqYGXjrNCLwcvIBOo7SzuToMA2wcDR+LiIiIiIiojahUV+L3jN8RmxKL327/BqVKKfozHKxafxZhtNBr3759+Oqrr5CUlKR77f6spYdDr7y8PEycOBFqtRq9evXCV199ZayyGkWhUOiubWxsGuxffeP6srKaSWhTx3q4X1lZGUMvMq4bsfXv4SU27/B7m9BHAf69uGyRiIiIiIioEdQaNc5kn0FsSiwOpB1ASWVJwzc1g59j6z80zCih1/vvv48tW7YAgO7Uwvp4enqiX79++OWXX3Do0CFkZ2fDx8fHGKUR0cPO/GDc8WXWQPDAB/tzuQYa93lEREREREQWQhAEXMq7hNiUWPwv9X/IU+aZ5Ln92vVr9ft5AUYIvb788kts3rxZ9/nAgQPRt29fHDt2DH/88Ued902cOBG//PILBEHAkSNHMGXKFLFLazR7e3vddUVFRYP9y8vLddcPz8pq6lgP9+MsLzKqsjztSYxis/d4sGyx43DAxkn8ZxAREREREVmoGwU3EJsSi9iUWGSUirtBfWNMDZtq8mcag6ihV2pqKtauXQsAcHZ2xpo1a/DEE08A0G7oXl/o1bdvX9jZ2aG8vBx//PFHi4ZeTk4PfkAvKChosH9hYaHeewHt10Ffv7qoVCqUlpYC0O7vVT00IxJdgcjLGh99Fuj1MtC+NyCViTs2ERERERGRBUsvTkdsqjboSixMNHgcCSQQmrH3sr+jP4a0H2Lw/eZE1NBr06ZNUKlUkEgk+Pjjj3WBV2PIZDJ06dIFcXFxSEw0/H9cMXTo0EF3ffv27Qb7V+8TEhJSo61du3aws7ODUqnEnTt3UFVVVe8JjllZWVCr1QCAoKAgntxIxiEIQMoR4PBSccd99FkgsPH/7omIiIiIiNqyHEUO/pf6P8SmxOJy3mWDx7GV2WJIwBBEhUTB0coRr//6Oqo0VU0ex0pqhU8Hfgq51OjnHpqEqO/i1KlTAIDAwECMGjWqyff7+/sjLi4Od+7cEbOsJuvcubPu+vLlhv/SVe/TqVOnGm0SiQShoaG4fPky1Go1rl27hh49ehg0FlGzVZQAF2OA098DeQnij8/TF4mIiIiIiOpVVFGEA2kHsDdlL87eOWvwrCy5RI7+/v0RFRKFYQHDapy2+NngzzD/6PwmBV9WUit8Nvgz9PLpZVA95kjU0CszMxMSiaTeUKc+jo7aH5gfPgHR1EJDQ+Hn54fMzEwkJSXh9u3baN++vd6+ZWVlOHfuHADAzs4Offr0qdVn0KBBujDr6NGj9X59jhw5orseMsQyphOSGchN0AZdF2MAY57w4RpkvLGJiIiIiIhaKUWVAofSDyE2JRYnMk5AJagMGkcCCXr79kZUSBRGBo6Eq62r3n6RQZH4/snv8d7x9xq1J5i/oz8+HfipRQVegMihl0KhAACD96G6vyG8jY2NaDUZKioqSrc/2bp16/C3v/1Nb7/Nmzfr3vfw4cNhZ2dXq8+YMWPwzTffAABiYmLwyiuv6P0aZWdnIzY2FgBga2uLESNGiPJeqI1Sq4Ab+4DT32mXMhpbh2GAg6fxn0NERERERNQKVKorcSzjGGJTYnEk/QjK1eUN31SHRzweQVRIFEYFj4KPg0+j7unl0wu7o3fjyO0j2HR9E05mnazVp1+7fpgaNhVD2g+xmCWN1Yn6jlxdXZGXl9eozd/1uXXrFgDA3b3lj8WcMWMGYmJiUFZWhv/85z/o169frRDq4sWLWLVqFQBALpfjjTfe0DtWp06dEBUVhdjYWOTm5mLx4sX4xz/+Abn8wZe/rKwM7777ru7kxpdeeqnGJvhEjVaWB5xfD5z9F1CUbrrnPv6q6Z5FRERERERkhlQaFU7fOY3YlFgcTDuIkirDV9p0dOmIqJAoRIVEIdA50KAx5FI5RgSOwIjAEcgvz0dmaSbKqsrgYOUAP0c/uNu2fP5iTKKGXoGBgcjNzcWlS5eafG9BQQGuXLkCiUSCsLAwg2tIT0/H1q1ba7yWkPBg76L4+Hh8+eWXNdr79u2Lfv361XjNw8MDixcvxoIFC6DRaDB79myMGTMGAwYMgFQqxfnz57Fjxw5dSDVnzhx07NixzroWLlyICxcu4M6dO9i9ezdu3ryJSZMmwdvbG+np6diyZQvS07UBRdeuXTFz5kyDvwbURmWc0y5hvLINUFc08WYJ0IzTPeAaBHQebfj9RERERERErZQgCLiYexF7U/bif6n/Q355vsFj+Tv6Y3TwaESFRKGzW2dRD7dzt3W3+JDrYaKGXgMGDMC5c+eQnZ2NX3/9FZGRkY2+97vvvkNVVRUkEgn69+9vcA2ZmZn49ttv62xPSEioEYIB2llaD4deABAdHQ2lUolly5ahoqICu3fvxu7du2v0kclkmDVrFmbNmlVvXT4+Pli7di3mzJmD5ORkJCQkYOnS2ifn9ezZE2vWrIGDg4OeUYgeUlUOxO/QLmHMONf0+726An1eA9yCgY3PAOrKpo8hswaivwVkljcVloiIiIiISB9BEHCj4Ab2puzFvpR9yCzLNHgsD1sPjAoehaiQKDzq9aioQVdbJ+pPqZMmTcI///lPVFZW4sMPP0RYWFidG8BXt337dqxbtw4SiQTOzs6YMGGCmGU1y3PPPYf+/fsjJiYGx44dQ1ZWFgRBgLe3N/r27YupU6eiW7dujRorNDQUO3bswNatW7Fv3z4kJyejqKgIbm5u6NKlC8aNG4fx48dDKpUa+V1Rq1eYrl2+eH49oMhr2r0SGdB1HPD4a0DwQOD+f1CfXgv8d0bTgi+Ztfa+IMODaiIiIiIiotbiVvEt7E3Zi9iUWCQXJRs8jpOVEyKDIjGmwxg87vM4ZFKZiFXSfaKGXr6+vnjllVfw//7f/0NeXh7+9Kc/Yfbs2Rg7dmytvhUVFTh//jw2btyIAwcOQBAESCQSzJ071+CN8AHgiSeeqDWTq7mCg4OxYMECLFiwoNlj2djYYNq0aZg2bZoIlVGbIghAylHtrK6EvYCgadr9Dl5Ar5eAXi8DLv6127uNBxx2AttnAYVpDY/nGqSd4cXAi4iIiIiILFh2WTb2pe5DbEosrt69avA4dnI7DG0/FFEhURjgPwDWMmsRqyR9RF+PNHfuXCQlJWH//v0oKirCp59+ik8//RRWVla6Po8//jhKS0t1nwuCdi+hiRMnMgwielhFCXAxRrtfV54BgW77PtoljN0mAPIGTkYN6g/MOa899fHMD0Dy4dp9OgzTblrfeTSXNBIRERERkUUqLC/E/rT9iE2JxbnscxAM3ANZLpVjoN9ARIVEYWjAUNhbGT7Jh5pO9J9YJRIJVq5ciTVr1uC7776DWq0GAN1+XQBQUlLz9AKZTIbXX38ds2fPFrscotYr9wZw5nsgbiNQ2cQTP2Q2QPfJQJ9XAb+eTbxXrl3+2HWc9iTIwjSgohSwcdTO7nLwbNp4RERERERErUBZVRkO3TqE2JRYnMw8CZWgMmgcCSTo49sHUSFRiAyKhIuNi8iVUmMZZZqGVCrFm2++iT/96U/46aefcPToUaSmptbq165dOwwdOhSvvPIKAgICjFEKUeuiVmlnWZ3+Dkg50vT7XQOB3jOAx14A7EU4lcPBkyEXERERERFZrAp1BY7fPo69KXtx9PZRlKvLDR6rh2cPRIVEYVTwKHjZe4lYJRnKqGuT/P39sWjRIixatAiFhYXIzc1FSUkJ7O3t4eHhAS8v/iUgAgCU3QXO/6TdnL4oven3dxwO9JkJdHoS4AaIREREREREdVJpVDiddRp7U/bi4K2DKK0qbfimOoS6hmJMyBiMDhmNACdO5jE3zQ69srOz8fPPP+PkyZNIT09HaWkpnJyc0L59e/Tr1w/PPfccfHx84OrqCldXVxFKJrIgGee1e3Vd+S+grmjavTbOQMRz2v21PDsZpz4iIiIiIiILoBE0uJh7EXuT92J/2n7kl+cbPJa/oz/GhIxBVEgUOrnxZzFz1qzQa8uWLfjkk09QWVkJ4MGG9Pn5+SgoKMDly5exbt06LFy4EM8880zzqyWyBKoK4Op27RLGjHNNv9+rq3Zj+h5TtftsERERERERUS2CICChIAF7U/ZiX8o+ZJVlGTyWp50nRgePRlRIFLp7dtftWU7mzeDQa8eOHVi8eDEA7eb19wOv+wRBgEQiQUVFBT788EPY2tpi4sSJzSqWqFUruq1dvnjuJ0CR17R7JTIgbKx2CWPwQID/gSUiIiIiItIrrTgNe1P2IjYlFilFKQaP42ztjJFBIxEVEoXePr0h41YyrY5BoVdpaSk++eQTAA8Cr7CwMPTs2RPOzs4oLi7G+fPnkZCQoGv/5JNPEBkZCUdHzkyhNkQQgJSj2lldCXsBQdO0+x28gF4vAb1eBlz8jVIiERERERFRa3en7A7+l/o/7E3Zi/i78QaPYye3w9CAoRgTMgYD/AbASmYlYpVkagaFXjt27EBpaSkkEgmcnJzw+eefY8iQIbX6/fbbb5g/fz6Ki4tRVlaGHTt24Pnnn2920URmr6IEuBij3a8rL6Hp97d/XDurq9sEQG4jfn1EREREREStXEF5AQ6kHcDelL04n30eAoSGb9JDLpVjoP9AjAkZgyHth8Deyl7kSqmlGBR6nThxQne9ZMkSvYEXAAwdOhRLlizB7Nmzdfcx9CKLlnsDOPM9ELcRqCxp2r0yG6D7ZKDPq4BfT+PUR0RERERE1IqVVZXh0K1D2JOyB6cyT0EtqA0aRyqR4nHfxzEmZAxGBI6Ai42LyJWSOTAo9Lp+/ToAICgoCJGRkfX2jYyMRFBQENLS0pCQYMCMFyJzp1EDN/ZplzAm/9b0+10CgcdnAD2nAw4eopdHRERERETUUvLL85FRkgGFSgF7uT38nfzhbuvepDEq1BU4evsoYlNicfT2UVSoKwyup4dXD4wJGYNRwaPgaedp8DjUOhgUehUWFkIikaB79+6N6t+jRw+kpaWhsLDQkMcRmaeyu8CF9cCZtUBRetPv7zBMu4Sx8yiAGyISEREREZGFUGlUOJJ+BDEJMTiVdapWe992ffFMl2cwJGAI5FL9sYRKo8KprFOITYnFwVsHUVZVZnA9nd06IyokCqODR6O9U3uDx6HWx6DQS6FQQCKRwNnZuVH97/dTKBSGPI7IvGSc1+7VdeW/QFN/w2DtBPScBjz+KuDZyTj1ERERERERtZBz2efw3vH3kFGaUWefU1mncCrrFPwd/fHpwE/Ry6cXAEAjaHAh5wJiU2KxP3U/CioKDK6jvWN7jOkwBmNCxqCja0eDx6HWzaDQ6z6JRCJWHUTmTVUBXN2hXcKYcbbp93uFAX1eA3pMBWycRC+PiIiIiIiopf2a9ivmH52PKk1Vo/pnlGbgtf2vYU7POcgvz8e+1H24U3bH4Od723ljVMgojAkZg3CPcGYW1LzQi8jiFd0Gzv4LOPcToMhr2r0SGRA2VruEMXggwP/gEhERERGRhTqXfa5Jgdd9VZoqfHHuC4Of62LjgpFBIzEmZAwe834MMm4dQ9Uw9CJ6mCAAqce0s7qu7wEETdPut/cEer0E9H4ZcOF6cSIiIiIismwqjQrvHX+vyYGXoezkdhgeOBxjQsagX7t+sJJZmeS51Po0K/S6dOkSvvrqq0b1u68x/QFg9uzZBtdFZJCKEuBiDHDmByD3etPvb/+4dlZXtwmA3Eb8+oiIiIiIiMzQkfQj9e7hJQYrqRUG+Q9CVIcoDGk/BHZyO6M+jyxDs0Kvy5cv4/Lly43qe38t7ddff92o/gy9yGRyb2iDrrifgcqSpt0rswG6/0m7Mb3/Y8apj4iIiIiIyIzFJMQYZVypRIonfJ9AVEgURgSNgLN14w7TI7qvWaGXIAhi1VEDN5sjo9OogRv7tEsYk39r+v0ugcDjM4Ce0wEHD9HLIyIiIiIiag3yy/NxKuuUqGNGeEUgKiQKTwY/CU87T1HHprbFoNDr8ccfF7sOItMouwtcWA+c+RdQdKvp93cYpl3C2HkUwA0SiYiIiIiojUspTBF1vNXDVmNY4DBRx6S2y6DQ69///rfYdRAZV8Z54PT3wJX/AuqKpt1r7QT0nKZdwujZyTj1ERERERERtRKCICA+Px7bb27HrqRdoo5tb2Uv6njUtvH0RrJcqgrg6g7tEsaMs02/3ysM6PMa0GMqYOMkenlEREREREStSWF5Ifak7MH2m9uRUJBglGc4WDkYZVxqmxh6kXkqywMK0oDKUsDaEXALAhwauZa76DZw9kfg3DpAkde050pkQNgY7RLG4EEA95cjIiIiIqI2TK1R41TWKWy7uQ2H0w+jSlNl1Of5OfoZdXxqWxh6kflQq4AbsdqTFPVtLt9hqHaJYecoQPbQX11BAFKPaWd1Xd8LCOqmPdveE+j1EtD7ZcClvYFvgIiIiIiIyDKkl6RjR+IO7EzciWxFtkme2a9dP7jbupvkWdQ2MPQi85B2Atg+CyhMq7tP8m/aD9cgIPpbIKg/UFECXNqk3a8r93rTn+vfWzurK3wiILcxsHgiIiIiIqLWr1xVjgNpB7AjcQdO3zlt8udPDZtq8meSZWPoRS0vfhfw3xmAurJx/QvTgJ/Ga2d+3ToFVJY07XkyG6D7n7Szxvwfa3K5RERERERElkIQBFy9exXbb25HbEosSqqa+PMVACmksJZZo1xdbnAd/o7+GNJ+iMH3E+nD0ItaVtqJpgVe92mqgMQDTbvHJQB4fAbQ8wXAwaNp9xIREREREVmQgvIC7E7eje2J23Gz4KZBYwQ7ByO6UzSe6vAUbpXcwmv7XzNozy8rqRU+Hfgp5FJGFCQu/o2ilqNWaZc0NjXwaqoOw7RLGDuPAqQy4z6LiIiIiIjITKk1apzIPIHtidtxOP0wVBpVk8ewk9thdPBoTOo0CY96PQrJvcO/vOy98NngzzD/6PwmBV9WUit8Nvgz9PLp1eRaiBrC0Itazo3Y+vfwag5rJyDiOe0SRq/OxnkGERERERFRK5BenI7tiduxM2knchQ5Bo3R07snokOjMSp4FOyt7PX2iQyKxPdPfo/3jr+HjNKMBsf0d/THpwM/ZeBFRsPQi1rOmR/EH9MrDOjzGtBjKmDjJP74RERERERErYBSpcSBtAPYfnM7zmafNWgMTztPjO84HhNDJyLEJaRR9/Ty6YXd0btx5PYRbLq+CSezTtbq069dP0wNm4oh7YdwSSMZFf92Ucsoy9OexCiWTk8C/ecAwYOAe9NriYiIiIiI2hJBEHA57zK2J2o3pS+rKmvyGHKJHIPbD0Z0p2gM9B9oUCgll8oxInAERgSOQH55PjJLM1FWVQYHKwf4OfrB3da9yWMSGYKhF7WMApGXNQ5dAPhzSiwREREREbU9d5V3sTt5N3Yk7kBiYaJBY4S4hGBS6CSM6zgOnnaeotXmbuvOkItaDEMvahmVpeKOVyHyeERERERERGZMpVFpN6W/uR2/pf8GldD0Tent5faIColCdKdo9PDsoduUnshSMPSilmHtKO54NiKPR0REREREZIbSitOw/eZ27ErahVxlrkFjPOb9GCZ1moSRQSPr3JSeyBIw9KKW4RYk7niuIo9HRERERERkJhRVCuxP24/tN7fjfM55g8bwsvPChNAJmNBxAoJdgsUtkMhMMfSiluHgCXQYKs5m9h2GaccjIiIiIiKyEIIg4GLuRexI3IHYlFgoVIomjyGXyDE0YCiiO0Wjv19/npRIbQ7/xlPLefxVcUKvx19t/hhERERERERmIE+Zh91Ju7E9cTuSi5INGqOjS0dEd4rGuA7j4GHnIXKFRK0HQy9qOZ2jtMsSC5txkqNrENB5tHg1ERERERERmZhKo8LxjOPYfnM7jt4+atCm9A5WDtpN6UOj0d2zOzelJwJDL2pJMjkQ/S2wfgKgrjTgfmvt/TL+NSYiIiIiotYnpSgFOxJ3YFfSLuQp8wwao7dPb0zqNAmRQZGwk9uJXCFR68a0gFpWUH/g6bXAf2c0LfiSWWvvC+pvvNqIiIiIiIhEpqhS4H+p/8P2xO24kHPBoDG87b0xoeMETAydiEDnQJErJLIcDL2o5XUbDzjsBLbPatxSR9cg7QwvBl5ERERERNQKCIKAuNw4bL+5HftS90GpUjZ5DLlUjmEBwxAdqt2UXiaVGaFSIsvC0IvMQ1B/YM554MY+4MwPQPLh2n06DNNuWt95NJc0EhERERGR2ctT5mFX0i5sv7kdqcWpBo0R6hqKSZ0mYWyHsXC3dRe3QCILx+SAzIdMDnQdp/0oy9PO+qooBWwctbO7HDxbukIiIiIiIqJ6VWmqcOz2MWy/uR3HMo5BLaibPIajlSPGhIxBdKdohHuEc1N6IgMx9CLz5ODJkIuIiIiIiFqN5MJk3ab0d8vvGjRGH98+mBg6kZvSE4mEoRcRERERERGRAcqqyrAvZR+2J27HxdyLBo3hY++DCaHaTekDnAJErpCobWPoRURERERERNRIgiDgfM55bL+5HfvT9hu0Kb2V1ArDA4cjOjQafdv15ab0REbC0IuIiIiIiIioATmKHOxK2oUdiTuQVtyIU+f16OzWWbspfchYuNq6ilsgEdXC0IuIiIiIiIgsTn55PjJKMqBQKWAvt4e/k3+TTz+sUlfh6O2j2J6o3ZReI2iaXIeTlRPGdNBuSt/NvRs3pScyIYZeREREREREZBFUGhWOpB9BTEIMTmWdqtXet11fPNPlGQwJGAK5tO4fh5MKk7D95nb8kvwL8svzDarliXZPIDo0GiMCR8BWbmvQGETUPAy9iIiIiIiIqNU7l30O7x1/DxmlGXX2OZV1CqeyTsHf0R+fDvwUvXx66dpKK0sRmxqLHTd34FLeJYNq8HXwxcTQiZjQcQLaO7U3aAwiY1Hl56Pq9m1oFApI7e1h1b495O5Nm/3Y2jD0IiIiIiIiolbt17RfMf/ofFRpqhrVP6M0A6/tfw3/GPQPuNq6YkfiDuxP3Y9ydXmTn20ltUJkYCQmdpqIJ3yf4Kb0ZFYElQolhw+jcONGlJ04WavdoX8/uD77LJyGDYNEbnkRkeW9IyIiIiIiImozzmWfa1LgdV+VpgpvH3nb4OeGuYchOjQaYzuMhYuNi8HjEBmL4uxZZC5YiKrbt+vsU3biJMpOnIRV+/bwW7YU9r17m7BC42PoRURERERERK2SSqPCe8ffa3LgZShna2eM7TAW0aHR6OrR1STPJDJE8f79yHznXQhVjfu3UXX7Nm69/Ar8ViyH85NPGrk602HoRURERERERK3SkfQj9e7hJQYJJOjbri+iO0VjeOBw2MhsjPo8ouZSnD3bpMDrPqGqCpnvvAv5j/+ymBlfDL2IiIiIiFq5/PJ8ZJRkQKFSwF5uD38nf7jbWvbmxEQAEJMQY7Sx/Rz8tJvSh06An6Of0Z5DJCZBpULmgoVNDrx091dVIXPBQnTcF2sRe3y1/ndARERERNQGqTQqHEk/gpiEGJzKOlWrvW+7vnimyzMYEjAEcim/7SfLk1+er/fvfnNYS60RGRSJ6E7R6OPbB1KJVNTxiYyt5PDhevfwaoyq27dR+ttvcIqMFKmqlsP/9yMiIiIiamXOZZ/De8ffq3dZ16msUziVdQr+jv74dOCn6OXTy4QVEhlHUUURLuddxuXcyzieeVzUsV8Ofxkzus/gpvTUqhVu3CjKOAU/b2ToRUREREREpvVr2q9NOqkuozQDr+1/DZ8N/gyRQa3/BxhqO6o0VbhZcBOXci/hct5lXMq9hNTiVKM9b4D/AAZe1GoJggBlXBzKTpwUZbyyEyegys+H3L11L5Vn6FWP6dOn4/Tp043uf/DgQbRv377ePmlpaYiJicGxY8eQlZUFjUYDb29v9O/fH1OmTEHXrjwBhIiIiIj0O5d9rkmB131VmirMPzof3z/5PWd8kVkSBAHZimxcyr2kC7mu3r2KCnWFyWpwsHIw2bOImktTUYHyK1egOH8eyvMXoLxwAerCQlGfUZWRwdCLGm/Tpk1YsmQJysvLa7yempqK1NRUbNq0CX/5y18we/bsFqqQiIiIiMyVSqPCe8ffa3LgdV+VpgrvHX8Pu6N3c48vanGKKgWu3r2qC7gu515GjjKnRWviZvVkzlR370J54QIU5y9Aef48yq9eNXiz+sbSlJUZdXxT4P/bNdLXX3/dYB8PD48623bu3In3338fACCVSjFmzBj069cPcrkc58+fx/bt21FZWYk1a9bA2toaM2fOFK12IiIiImr9jqQfqXcPr8bIKM3AkdtHMCJwhEhVETVMI2iQUpSincWVdwmXcy/jZuFNaARNS5em069dP554SmZD0GhQmZysm8WluHAeVWm3TF6H1KH1z35k6NVIkc3YwC0/Px8fffQRAG3g9dVXX2HEiAffaEycOBGTJk3CSy+9BKVSiVWrViEyMhIdOnRodt1EREREZBliEmJEGWfT9U0Mvcio8svzcTn3Mi7laZcqXsm7gtKq0pYuq15Tw6a2dAnUhmnKy1F++bJuFpciLg6aoqKWLgtW/v4tXUKzMfQygbVr16K0VPsf+WnTptUIvO6LiIjAm2++iWXLlkGlUuHrr7/GihUrTF0qEREREZmh/PJ8nMo6JcpYJ7NOYv3V9ejm0Q3BLsHwsPWARCIRZWxqeyrVlUjIT9AFXJdyL+F26W2jPrO9Y3v08OqBHl49EO4ejgXHFzRrFqS/oz+GtB8iYoVE9VPl5moDrgvaWVzl8dcAIy9VbCqH/v1b/X5eAEMvk4iNjdVdv/jii3X2mzx5MlavXg2FQoFDhw6hvLwctra2piiRiIiIiMxYRknzljU+7POzn+uuHawcEOQchCDnIAQ7B+v+DHQOhJO1k6jPpdZNEARklGbUOE3xWv41g/eZawxHK0c84vmINuTy7IHuXt1rLUP8dOCneG3/awbVYSW1wqcDP+U+d2Q0gkaDisTEe5vNn4fi/AVUpacb5VkSKytY+fujMjW12WO5Pfds8wsyA/yXbWSJiYnIyNB+k9KxY0cEBATU2dfR0RG9evXCsWPHoFAocPr0aQwePNhUpRIRERGRmVKoFEYbu6yqDPF34xF/N75Wm4ethzYEcwlGoFOgLhQLcA6AjczGaDWReSitLMWVu1e0Ide95Yr55flGe55UIkUn107o7tUdPTy1M7lCXEIglUjrva+XTy98NvizJp9saiW1wmeDP+OJpiQqjUIB5aXLUMZd0O7JFXcRmuJiozxL5uoKu8ceg/1jPWHXsydsH3kEEpkMSaOjUHXb8BmXVu3bw3HoUPEKbUEMvRrpz3/+M+Lj41FQUAA7Ozt4e3ujZ8+eGDduHPr27VvnfTdu3NBdd+/evcHndO/eHceOHdPdy9CLiIiIWhO1Wo2kpCRcuXIFV69exZUrV3D9+nXd6dXR0dFYtmxZk8ZMS0tDTEwMjh07hqysLGg0Gnh7e6N///6YMmUKunbtaoy3Ylbs5fYt8ty75Xdxt/wuzuecr/G6BBL4OfrpZohVnyXWzqEdZFJZi9RLhlNr1EgsTNTN4LqcdxlJhUkQIBjtmV52Xrplit09uyPcIxz2Vob9XY8MisT3T36P946/16iljv6O/vh04KcMvKjZqrJz7s3g0m46X379OqBSGeVZ1iEhsHusJ+wfewx2PR+DdUiw3uXpfsuW4tbLrxh0uqPEygp+y5ZCIreMuMgy3oUJ/Pbbb7rrqqoqFBcXIzExEVu2bEHfvn3x+eefw9vbu9Z9ycnJuuv27ds3+JzqfVJSUppXNBEREZGJzZs3D/v37xdtvE2bNmHJkiW60Oy+1NRUpKamYtOmTfjLX/6C2bNni/ZMc+TvZF6bCQvQLnPLKM3AicwTNdqspFYIdArUhmEuD8KwIOcg7h9mRnIVubqTFC/lXcLVvKtGnVFoI7NBuEc4unt21wVdPvY+ov596OXTC7ujd+PI7SPYdH0TTmadrNWnX7t+mBo2FUPaD+GSRmoyQa2+t1TxvG7T+aoMcZef3yextoZt9+6w7xkBu8ceg13PnpC7uTXqXvveveG3Yjky33m3ScGXxMoKfiuWw753b0PLNjv8V94AFxcX9O/fH4888gh8fHwgk8mQnZ2NkydP4ujRoxAEAadOncIzzzyDTZs2wcvLq8b9JSUlumu3RvwFdXV11XsvERERUWugVqtrfO7q6gpXV1ekGrC/yM6dO/H+++8D0J6APWbMGPTr1w9yuRznz5/H9u3bUVlZiTVr1sDa2hozZ84U4y2YJXdbd/Rt11e0zeyNqUpThaSiJCQVJQEPbVvD/cNaRrmqHNfzr+Ni7kXdTK6ssiyjPjPYOVg3g6uHVw90cusEK6mVUZ8JAHKpHCMCR2BE4Ajkl+cjszQTZVVlcLBygJ+jX639wIjqoykrg/LSJd0sLuXFi9CUGuckUpm7u3YWV8/HYPdYT9iGh0NqbW3weM5PPgn5j/9C5oKFjVrqaNW+PfyWLbWowAtg6FWvt99+G+Hh4bDW8xft5ZdfxuXLlzF37lxkZmYiIyMDixYtwvfff1+jn0Lx4LclNjYN73tQfeP6srKyZlRPREREZHo9evRAx44dER4ejvDwcAQEBGDbtm1YuHBhk8bJz8/HRx99BEAbeH311Vc1TsCeOHEiJk2ahJdeeglKpRKrVq1CZGQkOnToIOr7MSfPdHlGlNBrROAISCBBanEqbhXfQqWmUoTqGqex+4dVD8YCnAJgLTP8B7+2RhAE3Cq5pTtJ8XLeZSTkJ0AlGGe5FQA4Wzuju1d3POr5KLp7dUd3z+5wsXEx2vMay93WnSEXNUnVnTs1ZnGVJyQAD/0yRyzWHTve24tLuyeXVVCQ6DNh7Xv3Rsd9sSj97TcU/LwRZSdO1Orj0L8/3J57Fo5Dh1rMksbqLO8diahnz571tnfv3h0//PADJk6ciMrKShw9ehSXLl1Cjx49TFQhERERkXmZNWuWKOOsXbsWpfd+mz5t2rQagdd9ERERePPNN7Fs2TKoVCp8/fXXWLFihSjPN0dDAobA39G/UfsV1cXf0R/LhyzXLevSCBrcKbuDtOI03UdqcSr+f3t3Hh91de9//D2TmSyTCYSEEElCEIKAhB0kCaKAN2KxVou91OVe9KdWS6l622p70Z+9vW1/ILUq7tX2ulYrig8qFOtyWyGgkEAAIYCsspgE2ZJAMpNlkszvj4ExMXvyncw3k9fzH74zc+Z8z8zhfPPJJ+d7zpGzR1RUUaR6b71RzW9TS+uHWS1WDYwe6J8Zlton1dTrh5VUlaiovEjuWrccNoeSY5IDmng5U31GO0/5FpvfccqX5DpTfSZg57NZbBoeN9y/0PzYhLFKjUnltlX0ON66OlXv3etPcLk/26ba4sDMgLRERChqzBjfbYoTJ8gxfrzCGtzlFUgWm00x2dmKyc5WbUmJPEVFqne5ZI2Olj05Wba40E4Mk/TqorS0NF133XVavny5JN/aXw2TXg7H1wsxVldXt1lfw/UqoqOjDWwpAABAz/H+++/7j2+99dYWy82dO1dPPfWU3G63Pv74Y1VVVTWaOR9KbFabFk1bpDs/urNDO9SdZ7fatWjaokbrGFktViU5k5TkTFJWUlaj8p46j76s+FJHzjROhh05e0QnK092+fO0V7233r9+2KfFnzZ6zSzrh9XW1yrnyxwt27us2dl4mQMzdeOIGzV9UNfWkfLUe7S/dL9/Ha4dJ3fo8NnDXWh52wZGD2y0DtfFcRcr0haaYwyhra7Cpcrtn/luU9x2bldFd2DWsQvr31+OCRP8OytGXnyxLF24VdEotri4kE9yfRNJLwNkZGT4k14HDx5s9FpMzNdrE5SWlrZZV1lZWbPvBQAA6C0OHDigonMLA6elpWnQoEEtlnU6nZo0aZLWr18vt9utTZs2hfTu15MSJ+mRyx/RL9b9olHiK8bt1YAyKbLGq6pwi07ESuWOrxM+dqtdj1z+SId2qrOH2TW071AN7dv0llGXx9VkZtj55Fi5p/vWpW1t/TCn3dlk/bDBfQdrcMxgOcOdhrVhy/Etbe4YmHssV7nHcju8Y+BXrq/8tyjuOLlDu0/vVlVdVdtv7KQoW5RG9x/9dZKr/1glOBLafiPQitqSEnkKC1XvdsvqcMiekhLwxIvX61VtcbHc2z7zzeLatk3Ve/dK9QGYvWqxKGLYsHOLzY+XY+JE2QcNYvajSZD0MkBcgwH7zcXnG64rUdiOxeMalhkyZIgBrQMAAOhZ9u3b5z8eM2ZMm+XHjBmj9evX+98bykkvScoenK0/zfqTfpnzoC74rFBXbfVq7GFvk3I7LrTow4kWfTU+Rb+dvrhDCa+2RNujNSp+lEbFj2r0vNfrVWl1qS8ZduZwo8RYd68fVuGp0K7Tu7Tr9K4mr/WP6q/UmNQurx/2jyP/aJKAbE1RRZHu/OhOPXL5I8oenN3oNbfHrV2nd/kTXAUnC3Si8kS729JRFlk0tO9Q32LzCWM0tv9YpcWmsaMhDOGtrVX5mjUqe/NNuTY03UUzemqWYm+6STEzZxqyjpS3tlZVe/aeS3D5Fp2vPX68y/U2xxIZqaixY323KU6cqKjx4xXWp09AzoWu44pmgIYzuL45O2v48OH+44KCgjbraljmoosuMqB1AAAAPcsXX3zhP05JSWmzfMMyhw4dCkibzObiL7168o91qi1sedbC2MO+ZJhtU52Sh3qlxMC3y2Kx+BcPnzCg8fq459cPa3ib5OGzh3XkzBEVu4q7df2wU5WndKryVJvrh/lnifUdrAscFzRaP2zL8S0dSnid56n36BfrfqFfT/21autr/UmuA2UHVOcNzILZkm9R9/MzuMb0H6PR/UezYyYCwp2f3+aOga4NG+XasLHTOwbWlZer8rPtqtx2btH5HTvkDdCtiraEBP9tilETJypy5EhZ7IHfiRTGIOllgLy8PP/xN2dnDRs2TElJSSouLtbBgwdVWFjYYvDmcrm0ZcsWSVJUVJSmTJkSuEYDAACYVMOZ8/369WuzfGyDxYC/Oes+FJ396CMV33e/vJ72JVtqC4t09LbblfTYo+oza1aAW9eyhuuHTU2a2ui1mroaFZYX+meEmXH9sHBruFL7+NYPGxQzSCsPrOzU2mqSL/H14CcPGtHkZtmtdl0cd7E/wTUmYYxSnCncboWA6+j1yVNY2Ob1yev1ylNUdG5XRd8srur9+yVv0xmuXWaxKGL48K9ncU2YKHtyEmOnByPp1UWHDh3SypUr/Y9nzpzZpMzs2bP14osvSpJeeeUVPfTQQ83W9fbbb8t9Ljt9xRVXKCoqKgAtBgAAMDd3g7/WR0REtFm+4cL1LpcrIG0yC3d+fod+oTzP6/Go+L77ZXv5pQ7PqOgO4WHhGho7VENj279+2OGzh1Xhqei2NtbU1+hA2QEdKDvQbedsrxRnisYkjNG4hHEa03+MRsaN7NBtmoARjLo+eT0eVe3Zcy7J5dtZsfZkYJLfFodDUWPH+mZxTZioqPHjFMba2iGFpFcLXnvtNY0ePVoTJ05ssczu3bt19913+3dlnDZtmsaNG9ek3B133KFly5bJ5XLpjTfeUFZWVpNtt7dv364nn3xSkmSz2fTjH//YwE8DAACAns5bW6vihQ90+BdK//s9HhUvfEBpH7xvyBo63aW19cNKqkqaJsTOHun29cO6k9Pu9C82Py5hnEb3H634qPhgNwu9nBHXpy9/tEARI0aoaudOeasCs2GD7YILfAmu8edvVRzRo66H6Dh6twW5ublatGiRUlNTlZWVpeHDhys2NlZWq1UnTpxQbm6ucnJyVH9u94fk5GQtXry42bri4+P1y1/+UgsXLlR9fb3uvvtuXX311br00ktltVq1detWvfvuu/7k2T333KO0tLRu+6wAAABm4nA4/Mfn46PWVDX45Sg6OjogbTKD8jVrWl0jpz08hYWqWLtWMdnZbRc2OYvFovioeMVHxWtiYuM/VNfV1+kr91f+JFgw1w/rCqvFqmGxw/w7KY5NGKshfYfIarEGu2lAI0Zcn+rLy1WZn29QiyRZrYoYMUKOCRP8a3LZk5KMqx89AkmvNhw9elRHjx5ttcy0adO0ePFiJSa2vDronDlzVFlZqSVLlqi6ulqrV6/W6tWrG5UJCwvT/PnzNX/+fEPaDgAA0BM13Bio4YZBLSkrK2v2vaGm7M03Damn9C9vhkTSqzVh1jAlO5OV7Exudf2wb84SO1V5Kkgt9kmISvCvwzU2YazS49PlsDvafiMQZEZdn7rC6nAoavx4RU2YoKiJExQ1bpzCnM5gNwtBRtKrBQsXLtTMmTO1Y8cO7dmzR6dPn1Zpaak8Ho+cTqeSk5M1YcIEfec732n2lsbm3HzzzZo6daqWLVum9evX69ixY/J6vRowYIAyMzN1ww03aNSoUW1XBAAAEMKGDv16XafCdswcaFjmm5sKhYrakhK5Nmw0pC7Xhg2qLSmRLS7OkPp6mtbWD6uoqdCRct+aYd+8ZTJQ64fNGjxLsy6cpXEJ45ToSGTBbPQ4Rl6fOsKWNFCOCRP9i85HDB8uS1hY229Er0LSqwWpqalKTU3V3LlzDa33wgsv1MKFC7Vw4UJD6wUAAAgVw4cP9x8XFBS0Wb5hmYsuuiggbQq2rt421KS+oqJem/RqjTPcqfT4dKXHpzd63uv16nTVaR09e1SfFn2qPxb80bBz3jb6No3uP9qw+oDu5t66NfAnCQtT5IgR/tsUoyZOlP2CCwJ/XvR4JL0AAABgKsOGDVNSUpKKi4t18OBBFRYWKiUlpdmyLpdLW7ZskSRFRUVpypQp3dnUblPfYEdLIxxfskSxc+Yo+vLLZR8wwNC6Q5HFYlH/qP7qH9VfF/a90NCkV5KTNYbQs3iOn5B7U55cubly5+bJU1Rk+DmsTqfvVsWJE3xrco0dK2sIr9mIwCHpBQAAANOZPXu2XnzxRUnSK6+8ooceeqjZcm+//bbc5xJCV1xxhaKiorqtjd3J6jB2XafKLVtVucU3OyNy1Cg5Z0yXc/p0RY4ZI4uVRdJbExcZp8yBmco9ltvlurIGZikukhl3MLfa0lK58zbJledLctUcOhTQ8yU9+nv1mT2bWxVhCJJeAAAAMJ077rhDy5Ytk8vl0htvvKGsrCz9y7/8S6My27dv15NPPilJstls+vGPfxyMpnYLewsz3YxQtXu3qnbv1qnn/qCw+Hg5L7tMzhnTFX3ppQoL4Y0BuuLGETcakvS6YeQNBrQGMFZdebnc+fly5+bJlZen6j17uvX80VOnkvCCYUh6AQAAwDBffvml3nnnnUbP7d2713+8e/duLV26tNHrmZmZysrKavRcfHy8fvnLX2rhwoWqr6/X3XffrauvvlqXXnqprFartm7dqnfffVfV1dWSpHvuuUdpaWkB+lTBZ4uLU/TUrIAvFl13+rTOvPuuzrz7rmSzyTFxopzTp8s5Y7rChw5lkfVzpg+armRnsooqOn9bV7IzWdNTphvYKqBz6isr5d661Z/kqtq5U6qvD0pboqdOZb1BGIqkFwAAAAxTXFys559/vsXX9+7d2ygJJvlmaX0z6SVJc+bMUWVlpZYsWaLq6mqtXr1aq1evblQmLCxM8+fP1/z58435ACYWe9NN3btDWm2t3Js2yb1pk078/veyp6ScS4DNkGPKJbJGRHRfW0zGZrVp0bRFuvOjO+Wp93T4/XarXYumLZLNyq9j6H71NTWq2r5drrxNcufmyr19u+Tp+P/jQOh3803BbgJCDFdZAAAAmNbNN9+sqVOnatmyZVq/fr2OHTsmr9erAQMGKDMzUzfccINGjRoV7GZ2i5iZM2VPSenaTo4Wi+T1duqtnsJClb7xhkrfeEOWqChFZ2X5Z4HZExM736YealLiJD1y+SP6xbpfdCjxZbfa9cjlj2hS4qQAtg74mre2VlW7d8uVm+dLcm3dKm9VlaHnCB85UrWFhaqvqOh0HfaUFDlnzDCuUYAki9fbyZ96MK1du3bp+uuv14oVK5Sent72GwAAAHq5nhI/ufPzdfS22+XtxKwMi92ulD++INXWqmLNWlXk5Bi261rEyJH+xfCjxo7tVevxbDm+Rf/3k//brlsdk53JWjRtEQkvBJS3vl7V+/bJnZfnS3Rt3tylZFRzwtPSFJ0xRY6MTDmmXCJbv35dvj6lvvySHJMnG9pOgJleAAAAQA/hmDxZSY89quL77u/QL5YWu11Jjz0q57nbSJ2XXSav9yHVHDyoipwcVazNkXvrVqmurlPtqt6zR9V79uj08y8orF8/RV82zTcLbNo0hfXt26k6e4pJiZO0es5q5RTm6K09b2njsaa3oGYNzNINI2/Q9JTp3NIIw3m9XtUcOix3Xq4vyZWXp7qyMkPPYU9JkSMzQ9EZmXJkTJF9wIAmZbp6fSLhhUBgplcI6il/qQQAADCLnhY/ufPzVbzwgXbd6mhPSVHSkofb/IWy7uxZuT79VBVrc1Sxbp3qSku73tCwMEVNGC/n9OmKmTFD4cOGhfxi+CVVJSquKJbL41K0PVpJziTFRbIwN4zlKSqSKzdPrrxcuXPzVHvihKH12xIS5MjKVHRGhhwZGQrvwA6ygbg+AZ3FnxkAAACAHsYxebLSPnhfFWvXqvQvb8q1YUOTMtFTp6rfzTfJOWOGLLa2w/6wPn3UZ/Zs9Zk9W966OlUVFKg8J0cVOTmq3v155xpaV6fK/C2qzN+ik489LntSkv82SEdGhqyRkZ2r18TiIuNIcsFwnhMn5M7b5E9ydWltv2aExcbKkZGh6MwMOTIyFT7kwk4nqANxfQI6i5leIain/aUSAAAg2Hp6/FRbUiJPUZHqXS5Zo6NlT06WLc64xIvn+AlVrPMlwFwbNsrrdne5TktkpKIzMvxJMHtSkgEtBUJDbWmp3Js3y52bJ1denmoOHjS0fqvTKccll8iRMUXRmZmKGD5cFqvV0HOcF+jrE9AaUqoAAABAD2eLiwvoL5H2xAHqN3eu+s2dq/qaGrk3bfatBZaTI8/Ro52q01tV5a9DkiKGD/fvBhk1bhyzP9Cr1FVUyJ2f709yVe/Z0+mdVptjiYyUY+JEOTIzFZ2ZochRo7ptjAX6+gS0hp8kAAAAANrNGh4u57RL5Zx2qbwPPqCaQ4f9ySt3fr5UW9upeqv37VP1vn06/ac/ydq3r5zTpsk5Y7qip02TrV8/gz8FEFz1VVWq3LbNt/B8bq4qd+7s9EYSzbLb5Rg3zpfkypiiyHHjZA0PN65+oIcg6QUAAACgUywWiyKGDlHE0CGKv+3/qK68XK5PN/iSYOvWqe706U7VW3/mjM6+957OvveeZLUqavx4/yywiOHDQ34xfIQeb02NKgsK5Mr1rclV+dlnHdrhsE1WqyJHj/YtPJ+ZIcfEibJGRRlXP9BDkfQCAAAAYIiwmBj1+dZV6vOtq+Str1fVrl2+3SBzclS1c2fnKq2vV+XWrarculUnly6VbeBAOS+/XM7p0xWdlckv9jAlb12dqnbvljsvzzeba8sWeSsrDT1HxMiRis6YIkdGphyXTFZYTIyh9QOhgKQXAAAAAMNZrFZFjRmjqDFjlHDP3fKcOCHX+vWqWJsj14YNqne5OlVv7bFjKnvrLZW99ZYs4eFyZGb4ZoFNn6HwlGSDPwXQPt76elXvPyB3Xq4vybV5s+rLyw09R/iQIXJkZig6I1OOKZewThbQDiS9AAAAAAScfcAAxX7ve4r93vfkramRe8sW/yywmsOHO1Wnt6ZGrnXr5Vq3Xsd/+/8UPiztXAJsuhwTJshitxv7IdCj1JaUyFNYqHq3W1aHQ/aUFMMSRV6vVzWHD8udt0muvFy58zaprqTEkLrPsycl+Reed2RkyJ6YaGj9QG9A0gsAAABAt7KEhys6K0vRWVlKfGChao4c8a0DtnatXJvzpU6udVRz4KBKDhxUyYsvyRoTo+hplypmxgxFX3YZs2J6CW9trcrXrFHZm2/KtWFjk9ejp2Yp9qabFDNzZod3L/QUF/tmcZ2bzVV7/LhRzZYkhSX0V3TGuSRXZqbCU1IMrR/ojUh6AQAAAAiq8MGDFXfLLYq75RbVVbjk2uhbDN+Vs061J092qs768nKVv/+Byt//QLJYFDV2rJwzfLPAIi6+mMXwQ5A7P1/FCx+Qp7CwxTKuDRvl2rBR9pQUJS15WI7Jk1ssW3vypFx5m3zrcuXlyXP0qKHtDevbV46MDDkypig6M1PhQ4fy/xIwGEkvAAAAAKYR5oxWnyuvVJ8rr/Qthv/55+dmgeWoqqBA8no7XqnXq8rt21W5fbtOPvmUbAMG+HeDjM7MlDU62rD2B/KWOrTs7Ecfqfi++9u9I6KnsFBHb7tdSY89qj6zZkmS6srK5Nq8We7cPLnyclVz4KChbbQ6HHJccon/lsWIESNksVoNPQeAxkh6AQAAADAli9WqqPR0RaWnK2HBAtWePq2Kdet9s8A++UT1FRWdqrf2xAmVLV+usuXLZbHb5ZgyxZ8EC09N7XB9gbylDm1z5+d3KOF1ntfjUdHP7tPZWbPkOXxYVZ9/3rmkagssERFyTJoox5QMRWdmKDI9nXXmgG7GFRcAAABAj2CLj1fsnO8qds535fV45N66zb8WWM0XX3SqTq/HI9enn8r16ac6vnixwocMOZcAmyHHpIltJimMvqUOHeOtrVXxwgc6nPDyq61V+d//bkxjbDZFjRun6IwMOTIzFDV+vKzh4cbUDaBTSHoBAAAA6HEsdruiM6YoOmOKEn/xc9V8+aV/N0h3Xl6nkyA1hw6p5NAhlbzyiqxOp6IvvdSXBLv8Mtn6929U1ohb6tA15WvWtJpwDCirVZHp6b6F56dkyDFpoqwOR3DaAqBZJL0AAAAA9HjhgwYpbt6/K27ev6ve7ZYrN9efBOvsLnv1FRUq//BDlX/4oSQpcswY/yywere707fUFd93v2wvv9QrZnx5vV55q6vlrapSfVWV79/zjyur5K2uUn1VtbxVlb5/v/m4uff5H1fJ82X3Jrwihg+XIzND0ZmZckyerLA+fbr1/AA6hqQXAAAAgJBidTgUc8UVirniCnm9XlXv3auKtWtVsTZHldu3d3rdpqqCAlUVFOjUM89IVqtUX9+perwej4oXPqC0D94PyhpfXo/Hl0CqrGw+AVXd8HFVg0RTteqrq+St9CWcvFXVqq+q/Pr5Bo/976mu7vbPZ6TwCy/0JbkyMuSYMkW2+PhgNwlAB5D0AgAAABCyLBaLIkeOVOTIkeo/f75qS0vlWr/eNwvsk09Uf/Zs5yruZMLrPE9hoSrWrlVMdra89fXNz2Q6lzSqr6z0/VvVTKKpQQKqcbKqmVlS55JcqqvrUttDmW3gQEWf213RkZEh+wUXBLtJALqApBcAAACAXsPWr5/6Xnut+l57rby1tarcdm4x/JwcVe8/0K1tKfyPn8gSFiZvTU23nhfNG/i736nvtd+RxWIJdlMAGISkFwAAAIBeyWKzyXHJJXJccokG3H+/agqLVLHu3GL4uXmBvzWvrk5eZl2ZRsTQISS8gBBD0iuEzZ07t8lFe+XKlRo2bJgOHDig6667rtn37dq1S5L04Ycf6mc/+1mT19PS0rRq1SpJ0rPPPqvnnnuuSZlZs2Zp6dKlkqSf/vSn+uijj5qUWbBggX784x9Lkq699lodPHiwSZnHH39cV111lSQpPT292fbymfhMfCY+E5+Jz9TTPxMAcwhPSVbczTcr7uabVV9ZKVdenm8tsJx1qj12LNjNQ4DZk5OD3QQABiPpBQAAAADfYI2KUsyMGYqZMcO3GP6+/arIydGZv/1NNfv3B7t5PYrFbpclKkrWiAhZIiNljYz0/Xv+cVSkLBGRskRGyBoZJWtkRKPHvn8jZYmIkDUqyvfvuTq++tV/q3Lbti63MXrqVNni4gz4tADMxOL1dnLrEpjWrl27dP3112vFihUt/vUZAAAAXyN+QntV7tihw9+/IdjN6Bqr9evE07l/LZERskY0TUCdf75pAup82YjGdUVE+pJW55NcERGyhIUF7KOc/d//VdE993a5npRnnlZMdrYBLQJgJsz0AgAAAIB2sqekBKTehskjf6IpKvLrhFOjx+eTVd9MQJ1LODWYLdUoAXVudpXs9pBZuypm5kzZU1LkKSzsdB32lBQ5Z8wwrlEATIOkFwAAAAC0ky0uTtFTs+TasLHLdTmmXKJBf/yjLOHhslitBrSu97HYbEpa8rCO3na7vB5Px99vtytpycOy2PjVGAhFXFkBAAAAoANib7rJkHribrnFN1OLhFeXOCZPVtJjj8pit3fofRa7XUmPPSrH5MkBahmAYOPqCgAAAAAdcP6Wuq7gljpj9Zk1S6kvv9TufrGnpCj15ZfUZ9asALcMQDCR9AIAAACADjh/S11HZxb5388tdQHhmDxZaR+8r5Rnnlb01KnNlomeOlUpzzyttA/eZ4YX0AtwlQUAAACADjp/S13xffd3aC0pbqkLLIvNppjsbMVkZ6u2pESeoiLVu1yyRkfLnpwsW1xcsJsIoBuR9AIAAACATugza5ZsL7+k4oUPtGv3QHtKipKWPEzCq5vY4uJIcgG9HEkvAAAAAOik87fUVaxdq9K/vCnXhg1NykRPnap+N98k54wZ3NIIAN2IKy4AAAAAdAG31AGAOZH0AgAAAACDcEsdAJgHuzcCAAAAAAAg5JD0AgAAAAAAQMgh6QUAAAAAAICQQ9ILAAAAAAAAIYekFwAAAAAAAEIOuzeGoOrqaknSwYMHg9wSAADQHkOHDlVUVFSwm9GrET8BANCztCd+IukVggoLCyVJP//5z4PcEgAA0B4rVqxQenp6sJvRqxE/AQDQs7QnfrJ4vV5vN7UH3aSkpESffPKJUlJSFBEREezmAACANjDTK/iInwAA6FnaEz+R9AIAAAAAAEDIYSF7AAAAAAAAhBySXgAAAAAAAAg5JL0AAAAAAAAQckh6AQAAAAAAIOSQ9AIAAAAAAEDIIekFAAAAAACAkEPSCwAAAAAAACGHpBcAAAAAAABCDkkvAAAAAAAAhBySXgAAAAAAAAg5tmA3AKHnn//8p1auXKmdO3fq5MmTcjqdGjx4sLKzs3XjjTfK6XQacp558+Zp06ZNHWpXSkqKIec2s7q6Oh08eFA7d+7Url27tHPnTu3Zs0dVVVWSpDlz5mjJkiUBOXd39X1P0d19wZhoXkVFhT7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      "text/plain": [
       "<Figure size 1400x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "temp = metrics_dfs[\"perplexity\"].query(\"dstore != 'Baseline'\").copy()\n",
    "baseline = metrics_dfs[\"perplexity\"].query(\"mode == 'nontoxic' and dstore == 'Baseline'\").copy()\n",
    "\n",
    "for dstore in [\"Toxic\", \"Toxic + Non-Toxic\"]:\n",
    "    fig, axes = plt.subplots(ncols=2, figsize=(14, 5))\n",
    "    temp2 = temp.query(\"dstore == @dstore and temperature < 50\")\n",
    "    g = sns.pointplot(\n",
    "        data=temp2, \n",
    "        x=\"alpha\", \n",
    "        y=\"value\", \n",
    "        hue=\"temperature\",\n",
    "        scale=2.0,\n",
    "        ax=axes[0]\n",
    "    )\n",
    "    g.set_ylabel(\"Perplexity\")\n",
    "    g.legend_.remove()\n",
    "    value = baseline[\"value\"].values[0]\n",
    "    g.axhline(value, linestyle=\"--\", color=\"black\", label=\"GPT2 (large)\")\n",
    "    plt.grid(axis=\"y\")\n",
    "\n",
    "    g = sns.pointplot(\n",
    "        data=temp.query(\"dstore == @dstore and temperature >= 50\"), \n",
    "        x=\"alpha\", \n",
    "        y=\"value\", \n",
    "        hue=\"temperature\",\n",
    "        scale=2.0,\n",
    "        ax=axes[1],\n",
    "        palette=sns.color_palette('tab10')[temp2.temperature.nunique():]\n",
    "    )\n",
    "    g.axhline(value, linestyle=\"--\", color=\"black\", label=\"GPT2 (large)\")\n",
    "\n",
    "    g.legend_.remove()\n",
    "    g.set_ylabel(\"\")\n",
    "    plt.grid(axis=\"y\")\n",
    "    sns.despine(right=True, top=True)\n",
    "    plt.savefig(f\"images/alpha_temperature_perplexity_{dstore.replace('+', '_').replace(' ', '_')}.pdf\", bbox_inches=\"tight\")\n",
    "    fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 700x500 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1734.07x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 700x500 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1734.07x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "temp = metrics_dfs[\"diversity\"].query(\"dstore != 'Baseline'\").copy()\n",
    "baseline = metrics_dfs[\"diversity\"].query(\"dstore == 'Baseline'\").copy()\n",
    "\n",
    "for dstore in [\"Toxic\", \"Toxic + Non-Toxic\"]:\n",
    "    plt.figure(figsize=(7, 5))\n",
    "    g = sns.catplot(\n",
    "        data=temp.query(\"dstore == @dstore\"), \n",
    "        x=\"alpha\", \n",
    "        y=\"value\", \n",
    "        col=\"mode\",\n",
    "        hue=\"temperature\",\n",
    "        kind=\"point\",\n",
    "        scale=2.0\n",
    "    )\n",
    "    # g.legend.remove()\n",
    "    g.set_titles(\"{col_name}\")\n",
    "    for ax, metric in zip(g.axes.flat, [\"dist1\", \"dist2\", \"dist3\"]):\n",
    "        if metric == \"dist1\":\n",
    "            ax.set_ylabel(\"Diversity\")\n",
    "        value = baseline[baseline[\"mode\"] == metric][\"value\"].values[0]\n",
    "        ax.axhline(value, linestyle=\"--\", color=\"black\", label=\"GPT2 (large)\")\n",
    "    # plt.legend(frameon=True, bbox_to_anchor=(1.7, 0.8), title=\"temperature\", fontsize=18)\n",
    "    sns.move_legend(g, loc=\"lower center\", ncols=4, bbox_to_anchor=(0.47, -0.2))\n",
    "    plt.savefig(f\"images/alpha_temperature_diversity_{dstore.replace('+', '_').replace(' ', '_')}.pdf\", bbox_inches=\"tight\")\n",
    "    plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Datastore size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "experiment_folder = base_folder / 'datastore_size/gpt2-large'\n",
    "assert experiment_folder.exists()\n",
    "\n",
    "metrics = [\"perplexity\", \"diversity\", \"toxicity\"]\n",
    "\n",
    "metrics_dfs = {}\n",
    "partition = \"nontoxic\"  # metric partition\n",
    "for metric in metrics:\n",
    "    files = list(experiment_folder.rglob(f\"*{metric}.csv\"))\n",
    "    metric_df = pd.DataFrame()\n",
    "    for file in files:\n",
    "        df = pd.read_csv(file, index_col=0)\n",
    "        param_series = pd.DataFrame(dict([sec.split(\"=\") for sec in file.parent.stem.split(\"_\")]), index=[file.parent.stem])\n",
    "        \n",
    "        if metric == \"toxicity\":\n",
    "            df = df[partition]\n",
    "            df.name = file.parent.stem\n",
    "            df = df.to_frame().T.rename(\n",
    "                columns={\"avg_max\": \"Expected Maximum Toxicity\", \"toxicity_probability\": \"Toxicity Probability\"})\n",
    "            df[\"partition\"] = partition\n",
    "\n",
    "        if metric == \"perplexity\":\n",
    "            df = df.rename(columns={partition: \"perplexity\"}, index={\"perplexity\": file.parent.stem})\n",
    "\n",
    "        if metric == \"diversity\":\n",
    "            df = df.rename(index={0: file.parent.stem})\n",
    "\n",
    "        df = pd.concat([param_series, df], axis=1)\n",
    "        metric_df = pd.concat([metric_df, df.reset_index()])\n",
    "\n",
    "    metrics_dfs[metric] = metric_df.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "metric = \"Expected Maximum Toxicity\"\n",
    "temp = metrics_dfs[\"toxicity\"].copy()\n",
    "temp[\"toxic\"] = temp[\"toxic\"].replace({\"None\": 9378564}).astype(int)\n",
    "temp[\"nontoxic\"] = temp[\"nontoxic\"].replace({\"None\": 41737133}).astype(int)\n",
    "\n",
    "vary_nontoxic = temp.query(\"toxic == 9378564\").copy().sort_values(\"nontoxic\")\n",
    "vary_toxic = temp.query(\"nontoxic == 41737133\").copy().sort_values(\"toxic\")\n",
    "\n",
    "plt.plot(\n",
    "    vary_nontoxic[\"nontoxic\"].values, \n",
    "    vary_nontoxic[metric].values,\n",
    "    marker=\"o\",\n",
    "    label=\"Vary Non-Toxic Datastore\"\n",
    ")\n",
    "plt.plot(\n",
    "    vary_toxic[\"toxic\"].values, \n",
    "    vary_toxic[metric].values,\n",
    "    marker=\"o\",\n",
    "    label=\"Vary Toxic Datastore\"\n",
    ")\n",
    "plt.xscale(\"log\")\n",
    "plt.ylabel(metric)\n",
    "plt.xlabel(\"Datastore size (in millions of tokens)\")\n",
    "plt.xticks(\n",
    "    ticks=[10_000, 50_000, 500_000, 1_000_000, 5_000_000, 10_000_000, 20_000_000, 40_000_000], \n",
    "    labels=[0.01, 0.05, 0.5, 1, 5, 10, 20, 40])\n",
    "plt.legend(frameon=False)\n",
    "sns.despine(right=True, top=True)\n",
    "plt.savefig(f\"images/exp_ds_size_{metric.lower().replace(' ', '_')}.pdf\")\n",
    "plt.show()\n",
    "\n",
    "temp = pd.pivot_table(\n",
    "    temp[[\"toxic\", \"nontoxic\", metric]],\n",
    "    values=[metric],\n",
    "    index=\"toxic\",\n",
    "    columns=[\"nontoxic\"]\n",
    ").droplevel(0, axis=1).drop([10000, 50000], axis=1)\n",
    "\n",
    "plt.figure(figsize=(7, 5))\n",
    "sns.heatmap(temp[::-1], annot=True, cmap=\"coolwarm\", cbar_kws={\"label\": \"Exp. Max. Toxicity\"}, annot_kws={\"fontsize\": 19})\n",
    "plt.xlabel(\"# nontoxic tokens\")\n",
    "plt.ylabel(\"# toxic tokens\")\n",
    "plt.xticks(ticks=plt.xticks()[0], labels=['500K', '1M', '5M', '10M', '20M', '40M'], rotation=0)\n",
    "plt.yticks(ticks=plt.yticks()[0], labels=['10K', '50K', '500K', '1M', '5M', '10M'][::-1])\n",
    "plt.savefig(f\"images/exp_ds_size_{metric.lower().replace(' ', '_')}_heatmap.pdf\", bbox_inches=\"tight\")\n",
    "plt.savefig(f\"images/exp_ds_size_{metric.lower().replace(' ', '_')}_heatmap.svg\", format=\"svg\", bbox_inches=\"tight\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "metric = \"perplexity\"\n",
    "temp = metrics_dfs[\"perplexity\"].copy()\n",
    "temp[\"toxic\"] = temp[\"toxic\"].replace({\"None\": 9378564}).astype(int)\n",
    "temp[\"nontoxic\"] = temp[\"nontoxic\"].replace({\"None\": 41737133}).astype(int)\n",
    "\n",
    "vary_nontoxic = temp.query(\"toxic == 9378564\").copy().sort_values(\"nontoxic\")\n",
    "vary_toxic = temp.query(\"nontoxic == 41737133\").copy().sort_values(\"toxic\")\n",
    "\n",
    "plt.plot(\n",
    "    vary_nontoxic[\"nontoxic\"].values, \n",
    "    vary_nontoxic[\"perplexity\"].values,\n",
    "    marker=\"o\",\n",
    "    label=\"Vary Non-Toxic Datastore\"\n",
    ")\n",
    "plt.plot(\n",
    "    vary_toxic[\"toxic\"].values, \n",
    "    vary_toxic[\"perplexity\"].values,\n",
    "    marker=\"o\",\n",
    "    label=\"Vary Toxic Datastore\"\n",
    ")\n",
    "plt.xscale(\"log\")\n",
    "plt.ylabel(\"Perplexity\")\n",
    "plt.xlabel(\"Datastore size (in millions of tokens)\")\n",
    "plt.xticks(\n",
    "    ticks=[10_000, 50_000, 500_000, 1_000_000, 5_000_000, 10_000_000, 20_000_000, 40_000_000], \n",
    "    labels=[0.01, 0.05, 0.5, 1, 5, 10, 20, 40])\n",
    "plt.legend(frameon=False)\n",
    "sns.despine(right=True, top=True)\n",
    "plt.savefig(f\"images/exp_ds_size_{metric.lower().replace(' ', '_')}.pdf\")\n",
    "plt.show()\n",
    "\n",
    "temp = pd.pivot_table(\n",
    "    temp[[\"toxic\", \"nontoxic\", metric]].query(\"nontoxic > 50000\"),\n",
    "    values=[metric],\n",
    "    index=\"toxic\",\n",
    "    columns=[\"nontoxic\"]\n",
    ").droplevel(0, axis=1)\n",
    "\n",
    "sns.heatmap(temp[::-1], annot=True, cmap=\"coolwarm\", cbar_kws={\"label\": metric}, annot_kws={\"fontsize\": 19})\n",
    "plt.xlabel(\"# nontoxic tokens\")\n",
    "plt.ylabel(\"# toxic tokens\")\n",
    "plt.xticks(ticks=plt.xticks()[0], labels=['500K', '1M', '5M', '10M', '20M', '40M'], rotation=0)\n",
    "plt.yticks(ticks=plt.yticks()[0], labels=['10K', '50K', '500K', '1M', '5M', '10M'][::-1])\n",
    "plt.savefig(f\"images/exp_ds_size_{metric.lower().replace(' ', '_')}_heatmap.pdf\", bbox_inches=\"tight\")\n",
    "plt.savefig(f\"images/exp_ds_size_{metric.lower().replace(' ', '_')}_heatmap.svg\", format=\"svg\", bbox_inches=\"tight\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "metric = \"dist1\"\n",
    "\n",
    "temp = metrics_dfs[\"diversity\"].copy()\n",
    "temp[\"toxic\"] = temp[\"toxic\"].replace({\"None\": 9378564}).astype(int)\n",
    "temp[\"nontoxic\"] = temp[\"nontoxic\"].replace({\"None\": 41737133}).astype(int)\n",
    "\n",
    "vary_nontoxic = temp.query(\"toxic == 9378564\").copy().sort_values(\"nontoxic\")\n",
    "vary_toxic = temp.query(\"nontoxic == 41737133\").copy().sort_values(\"toxic\")\n",
    "\n",
    "plt.plot(\n",
    "    vary_nontoxic[\"nontoxic\"].values, \n",
    "    vary_nontoxic[metric].values,\n",
    "    marker=\"o\",\n",
    "    label=\"Vary Non-Toxic Datastore\"\n",
    ")\n",
    "plt.plot(\n",
    "    vary_toxic[\"toxic\"].values, \n",
    "    vary_toxic[metric].values,\n",
    "    marker=\"o\",\n",
    "    label=\"Vary Toxic Datastore\"\n",
    ")\n",
    "plt.xscale(\"log\")\n",
    "plt.ylabel(f\"Diversity ({metric})\")\n",
    "plt.xlabel(\"Datastore size (in millions of tokens)\")\n",
    "plt.xticks(\n",
    "    ticks=[10_000, 50_000, 500_000, 1_000_000, 5_000_000, 10_000_000, 20_000_000, 40_000_000], \n",
    "    labels=[0.01, 0.05, 0.5, 1, 5, 10, 20, 40])\n",
    "plt.legend(frameon=False)\n",
    "sns.despine(right=True, top=True)\n",
    "plt.savefig(f\"images/exp_ds_size_{metric.lower().replace(' ', '_')}.pdf\")\n",
    "plt.show()\n",
    "\n",
    "temp = pd.pivot_table(\n",
    "    temp[[\"toxic\", \"nontoxic\", metric]],\n",
    "    values=[metric],\n",
    "    index=\"toxic\",\n",
    "    columns=[\"nontoxic\"]\n",
    ").droplevel(0, axis=1).drop([10000, 50000], axis=1)\n",
    "\n",
    "sns.heatmap(temp[::-1], annot=True, cmap=\"coolwarm_r\", cbar_kws={\"label\": f\"diversity ({metric})\"}, annot_kws={\"fontsize\": 19})\n",
    "plt.xlabel(\"# nontoxic tokens\")\n",
    "plt.ylabel(\"# toxic tokens\")\n",
    "plt.xticks(ticks=plt.xticks()[0], labels=['500K', '1M', '5M', '10M', '20M', '40M'], rotation=0)\n",
    "plt.yticks(ticks=plt.yticks()[0], labels=['10K', '50K', '500K', '1M', '5M', '10M'][::-1])\n",
    "plt.savefig(f\"images/exp_ds_size_{metric.lower().replace(' ', '_')}_heatmap.pdf\", bbox_inches=\"tight\")\n",
    "plt.savefig(f\"images/exp_ds_size_{metric.lower().replace(' ', '_')}_heatmap.svg\", format=\"svg\", bbox_inches=\"tight\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "compiled = pd.read_csv(experiment_folder / \"compiled.csv\", index_col=[\"Model\"])\n",
    "toxic_only = compiled.loc[\"Goodtriver - Toxic Only - Large\"].copy()\n",
    "compiled = compiled.drop(labels=\"Goodtriver - Toxic Only - Large\")\n",
    "\n",
    "compiled = compiled.replace({\"-\": np.nan})\n",
    "compiled[\"# Tokens Toxic\"] = compiled[\"# Tokens Toxic\"].apply(lambda x: x.replace(\",\", \"\")).astype(float)\n",
    "compiled[\"# Tokens Non-Toxic\"] = compiled[\"# Tokens Non-Toxic\"].apply(lambda x: x.replace(\",\", \"\")).astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "compiled[\"Total Train Toxic (h)\"] = compiled[[\"Toxic Build (s)\", \"Toxic Train (s)\"]].astype(float).sum(axis=1) / 3600\n",
    "compiled[\"Total Train Non-Toxic (h)\"] = compiled[[\"Non-Toxic Build (s)\", \"Non-Toxic Train (s)\"]].astype(float).sum(axis=1) / 3600\n",
    "compiled[\"Total Train (h) \"] = compiled[[\"Total Train Toxic (h)\", \"Total Train Non-Toxic (h)\"]].sum(axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th># Tokens Toxic</th>\n",
       "      <th># Tokens Non-Toxic</th>\n",
       "      <th>Inference Time (s)</th>\n",
       "      <th>Total Train Toxic (h)</th>\n",
       "      <th>Total Train Non-Toxic (h)</th>\n",
       "      <th>Total Train (h)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Model</th>\n",
       "      <th>Mode</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"12\" valign=\"top\">Goodtriever - Large</th>\n",
       "      <th>Baseline (best)</th>\n",
       "      <td>Full</td>\n",
       "      <td>Full</td>\n",
       "      <td>0.01402 (0.025)</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.022206</td>\n",
       "      <td>6.022206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vary Toxic</th>\n",
       "      <td>10,000</td>\n",
       "      <td>Full</td>\n",
       "      <td>0.01394 (0.025)</td>\n",
       "      <td>0.023619</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.023619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vary Toxic</th>\n",
       "      <td>500,000</td>\n",
       "      <td>Full</td>\n",
       "      <td>0.01381 (0.024)</td>\n",
       "      <td>0.296986</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.296986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vary Toxic</th>\n",
       "      <td>1,000,000</td>\n",
       "      <td>Full</td>\n",
       "      <td>0.01392 (0.025)</td>\n",
       "      <td>0.558953</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.558953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vary Toxic</th>\n",
       "      <td>5,000,000</td>\n",
       "      <td>Full</td>\n",
       "      <td>0.01391 (0.025)</td>\n",
       "      <td>1.072672</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.072672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vary Non-Toxic</th>\n",
       "      <td>Full</td>\n",
       "      <td>10,000</td>\n",
       "      <td>0.01328 (0.024)</td>\n",
       "      <td>1.633944</td>\n",
       "      <td>0.040494</td>\n",
       "      <td>1.674439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vary Non-Toxic</th>\n",
       "      <td>Full</td>\n",
       "      <td>500,000</td>\n",
       "      <td>0.01325 (0.023)</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.311206</td>\n",
       "      <td>0.311206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vary Non-Toxic</th>\n",
       "      <td>Full</td>\n",
       "      <td>1,000,000</td>\n",
       "      <td>0.01313 (0.023)</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.574922</td>\n",
       "      <td>0.574922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vary Non-Toxic</th>\n",
       "      <td>Full</td>\n",
       "      <td>5,000,000</td>\n",
       "      <td>0.01323 (0.023)</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.082911</td>\n",
       "      <td>1.082911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vary Non-Toxic</th>\n",
       "      <td>Full</td>\n",
       "      <td>10,000,000</td>\n",
       "      <td>0.01329 (0.024)</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.757272</td>\n",
       "      <td>1.757272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vary Non-Toxic</th>\n",
       "      <td>Full</td>\n",
       "      <td>20,000,000</td>\n",
       "      <td>0.01345 (0.024)</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.026792</td>\n",
       "      <td>3.026792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vary both</th>\n",
       "      <td>Not feeling this is necessary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">Goodtriver - Toxic Only - Large</th>\n",
       "      <th>Vary Toxic</th>\n",
       "      <td>10,000</td>\n",
       "      <td>GPT2 Large</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vary Toxic</th>\n",
       "      <td>500,000</td>\n",
       "      <td>GPT2 Large</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vary Toxic</th>\n",
       "      <td>1,000,000</td>\n",
       "      <td>GPT2 Large</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vary Toxic</th>\n",
       "      <td>5,000,000</td>\n",
       "      <td>GPT2 Large</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vary Toxic</th>\n",
       "      <td>Full</td>\n",
       "      <td>GPT2 Large</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                # Tokens Toxic  \\\n",
       "Model                           Mode                                             \n",
       "Goodtriever - Large             Baseline (best)                           Full   \n",
       "                                Vary Toxic                              10,000   \n",
       "                                Vary Toxic                             500,000   \n",
       "                                Vary Toxic                           1,000,000   \n",
       "                                Vary Toxic                           5,000,000   \n",
       "                                Vary Non-Toxic                            Full   \n",
       "                                Vary Non-Toxic                            Full   \n",
       "                                Vary Non-Toxic                            Full   \n",
       "                                Vary Non-Toxic                            Full   \n",
       "                                Vary Non-Toxic                            Full   \n",
       "                                Vary Non-Toxic                            Full   \n",
       "                                Vary both        Not feeling this is necessary   \n",
       "Goodtriver - Toxic Only - Large Vary Toxic                              10,000   \n",
       "                                Vary Toxic                             500,000   \n",
       "                                Vary Toxic                           1,000,000   \n",
       "                                Vary Toxic                           5,000,000   \n",
       "                                Vary Toxic                                Full   \n",
       "\n",
       "                                                # Tokens Non-Toxic  \\\n",
       "Model                           Mode                                 \n",
       "Goodtriever - Large             Baseline (best)               Full   \n",
       "                                Vary Toxic                    Full   \n",
       "                                Vary Toxic                    Full   \n",
       "                                Vary Toxic                    Full   \n",
       "                                Vary Toxic                    Full   \n",
       "                                Vary Non-Toxic              10,000   \n",
       "                                Vary Non-Toxic             500,000   \n",
       "                                Vary Non-Toxic           1,000,000   \n",
       "                                Vary Non-Toxic           5,000,000   \n",
       "                                Vary Non-Toxic          10,000,000   \n",
       "                                Vary Non-Toxic          20,000,000   \n",
       "                                Vary both                      NaN   \n",
       "Goodtriver - Toxic Only - Large Vary Toxic              GPT2 Large   \n",
       "                                Vary Toxic              GPT2 Large   \n",
       "                                Vary Toxic              GPT2 Large   \n",
       "                                Vary Toxic              GPT2 Large   \n",
       "                                Vary Toxic              GPT2 Large   \n",
       "\n",
       "                                                Inference Time (s)  \\\n",
       "Model                           Mode                                 \n",
       "Goodtriever - Large             Baseline (best)    0.01402 (0.025)   \n",
       "                                Vary Toxic         0.01394 (0.025)   \n",
       "                                Vary Toxic         0.01381 (0.024)   \n",
       "                                Vary Toxic         0.01392 (0.025)   \n",
       "                                Vary Toxic         0.01391 (0.025)   \n",
       "                                Vary Non-Toxic     0.01328 (0.024)   \n",
       "                                Vary Non-Toxic     0.01325 (0.023)   \n",
       "                                Vary Non-Toxic     0.01313 (0.023)   \n",
       "                                Vary Non-Toxic     0.01323 (0.023)   \n",
       "                                Vary Non-Toxic     0.01329 (0.024)   \n",
       "                                Vary Non-Toxic     0.01345 (0.024)   \n",
       "                                Vary both                      NaN   \n",
       "Goodtriver - Toxic Only - Large Vary Toxic                     NaN   \n",
       "                                Vary Toxic                     NaN   \n",
       "                                Vary Toxic                     NaN   \n",
       "                                Vary Toxic                     NaN   \n",
       "                                Vary Toxic                     NaN   \n",
       "\n",
       "                                                 Total Train Toxic (h)  \\\n",
       "Model                           Mode                                     \n",
       "Goodtriever - Large             Baseline (best)               0.000000   \n",
       "                                Vary Toxic                    0.023619   \n",
       "                                Vary Toxic                    0.296986   \n",
       "                                Vary Toxic                    0.558953   \n",
       "                                Vary Toxic                    1.072672   \n",
       "                                Vary Non-Toxic                1.633944   \n",
       "                                Vary Non-Toxic                0.000000   \n",
       "                                Vary Non-Toxic                0.000000   \n",
       "                                Vary Non-Toxic                0.000000   \n",
       "                                Vary Non-Toxic                0.000000   \n",
       "                                Vary Non-Toxic                0.000000   \n",
       "                                Vary both                     0.000000   \n",
       "Goodtriver - Toxic Only - Large Vary Toxic                    0.000000   \n",
       "                                Vary Toxic                    0.000000   \n",
       "                                Vary Toxic                    0.000000   \n",
       "                                Vary Toxic                    0.000000   \n",
       "                                Vary Toxic                    0.000000   \n",
       "\n",
       "                                                 Total Train Non-Toxic (h)  \\\n",
       "Model                           Mode                                         \n",
       "Goodtriever - Large             Baseline (best)                   6.022206   \n",
       "                                Vary Toxic                        0.000000   \n",
       "                                Vary Toxic                        0.000000   \n",
       "                                Vary Toxic                        0.000000   \n",
       "                                Vary Toxic                        0.000000   \n",
       "                                Vary Non-Toxic                    0.040494   \n",
       "                                Vary Non-Toxic                    0.311206   \n",
       "                                Vary Non-Toxic                    0.574922   \n",
       "                                Vary Non-Toxic                    1.082911   \n",
       "                                Vary Non-Toxic                    1.757272   \n",
       "                                Vary Non-Toxic                    3.026792   \n",
       "                                Vary both                         0.000000   \n",
       "Goodtriver - Toxic Only - Large Vary Toxic                        0.000000   \n",
       "                                Vary Toxic                        0.000000   \n",
       "                                Vary Toxic                        0.000000   \n",
       "                                Vary Toxic                        0.000000   \n",
       "                                Vary Toxic                        0.000000   \n",
       "\n",
       "                                                 Total Train (h)   \n",
       "Model                           Mode                               \n",
       "Goodtriever - Large             Baseline (best)          6.022206  \n",
       "                                Vary Toxic               0.023619  \n",
       "                                Vary Toxic               0.296986  \n",
       "                                Vary Toxic               0.558953  \n",
       "                                Vary Toxic               1.072672  \n",
       "                                Vary Non-Toxic           1.674439  \n",
       "                                Vary Non-Toxic           0.311206  \n",
       "                                Vary Non-Toxic           0.574922  \n",
       "                                Vary Non-Toxic           1.082911  \n",
       "                                Vary Non-Toxic           1.757272  \n",
       "                                Vary Non-Toxic           3.026792  \n",
       "                                Vary both                0.000000  \n",
       "Goodtriver - Toxic Only - Large Vary Toxic               0.000000  \n",
       "                                Vary Toxic               0.000000  \n",
       "                                Vary Toxic               0.000000  \n",
       "                                Vary Toxic               0.000000  \n",
       "                                Vary Toxic               0.000000  "
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "columns = [\"# Tokens Toxic\", \"# Tokens Non-Toxic\", \"Inference Time (s)\"] + compiled.filter(like=\"Total Train\").columns.tolist()\n",
    "compiled[columns]"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## K Neighbors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "experiment_folder = base_folder / 'k'\n",
    "assert experiment_folder.exists()\n",
    "\n",
    "metrics = [\"perplexity\", \"diversity\", \"toxicity\"]\n",
    "\n",
    "metrics_dfs = {}\n",
    "partition = \"nontoxic\"  # metric partition\n",
    "for metric in metrics:\n",
    "    files = list(experiment_folder.rglob(f\"*{metric}.csv\"))\n",
    "    metric_df = pd.DataFrame()\n",
    "    for file in files:\n",
    "        df = pd.read_csv(file, index_col=0)\n",
    "        param_series = pd.DataFrame(dict([sec.split(\"=\") for sec in file.parent.stem.split(\"_\")]), index=[file.parent.stem])\n",
    "        \n",
    "        if metric == \"toxicity\":\n",
    "            df = df[partition]\n",
    "            df.name = file.parent.stem\n",
    "            df = df.to_frame().T.rename(\n",
    "                columns={\"avg_max\": \"Expected Maximum Toxicity\", \"toxicity_probability\": \"Toxicity Probability\"})\n",
    "            df[\"partition\"] = partition\n",
    "\n",
    "        if metric == \"perplexity\":\n",
    "            df = df.rename(columns={partition: \"perplexity\"}, index={\"perplexity\": file.parent.stem})\n",
    "\n",
    "        if metric == \"diversity\":\n",
    "            df = df.rename(index={0: file.parent.stem})\n",
    "\n",
    "        df = pd.concat([param_series, df], axis=1)\n",
    "        metric_df = pd.concat([metric_df, df.reset_index()])\n",
    "\n",
    "    metrics_dfs[metric] = metric_df.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "metric = \"Expected Maximum Toxicity\"\n",
    "temp = metrics_dfs[\"toxicity\"].copy()\n",
    "temp[[\"ktoxic\", \"knontoxic\"]] = temp[[\"ktoxic\", \"knontoxic\"]].astype(float)\n",
    "\n",
    "vary_nontoxic = temp.query(\"ktoxic == 1024\").copy().sort_values(\"knontoxic\")\n",
    "vary_toxic = temp.query(\"knontoxic == 1024\").copy().sort_values(\"ktoxic\")\n",
    "vary_both = temp.query(\"ktoxic == knontoxic\").copy().sort_values(\"knontoxic\")\n",
    "\n",
    "linewidth = 5\n",
    "markersize = 14\n",
    "plt.figure(figsize=(7,5))\n",
    "plt.plot(\n",
    "    vary_nontoxic[\"knontoxic\"].values, \n",
    "    vary_nontoxic[metric].values,\n",
    "    marker=\"o\",\n",
    "    label=\"Non-Toxic\",\n",
    "    linewidth=linewidth,\n",
    "    markersize=markersize,\n",
    ")\n",
    "plt.plot(\n",
    "    vary_toxic[\"ktoxic\"].values, \n",
    "    vary_toxic[metric].values,\n",
    "    marker=\"o\",\n",
    "    label=\"Toxic\",\n",
    "    linewidth=linewidth,\n",
    "    markersize=markersize,\n",
    ")\n",
    "plt.plot(\n",
    "    vary_both[\"ktoxic\"].values, \n",
    "    vary_both[metric].values,\n",
    "    marker=\"o\",\n",
    "    label=\"Both\",\n",
    "    linewidth=linewidth,\n",
    "    markersize=markersize,\n",
    ")\n",
    "plt.xscale(\"log\", base=2)\n",
    "plt.ylabel(\"Exp. Max. Toxicity\")\n",
    "plt.xlabel(\"k Neighbors\")\n",
    "plt.xticks(ticks=[1, 2, 8, 64, 256, 1024], labels=[1, 2, 8, 64, 256, 1024], rotation=0)\n",
    "# plt.legend(frameon=False, title=\"Varied Datastore\", bbox_to_anchor=(0.7, 1.0))\n",
    "sns.despine(right=True, top=True)\n",
    "plt.savefig(f\"images/exp_k_neighbors_{metric.lower().replace(' ', '_')}.pdf\", bbox_inches=\"tight\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "metric = \"perplexity\"\n",
    "\n",
    "temp = metrics_dfs[\"perplexity\"].copy()\n",
    "temp[[\"ktoxic\", \"knontoxic\"]] = temp[[\"ktoxic\", \"knontoxic\"]].astype(float)\n",
    "\n",
    "vary_nontoxic = temp.query(\"ktoxic == 1024\").copy().sort_values(\"knontoxic\")\n",
    "vary_toxic = temp.query(\"knontoxic == 1024\").copy().sort_values(\"ktoxic\")\n",
    "vary_both = temp.query(\"ktoxic == knontoxic\").copy().sort_values(\"knontoxic\")\n",
    "\n",
    "fig, axes = plt.subplots(ncols=2, figsize=(14,5), sharex=True)\n",
    "\n",
    "axes[0].plot(\n",
    "    vary_nontoxic[\"knontoxic\"].values, \n",
    "    vary_nontoxic[metric].values,\n",
    "    marker=\"o\",\n",
    "    label=\"Non-Toxic\",\n",
    "    linewidth=linewidth,\n",
    "    markersize=markersize,\n",
    "    color=sns.color_palette('tab10')[0]\n",
    ")\n",
    "axes[0].set_ylabel(metric.capitalize())\n",
    "axes[0].set_xticks(ticks=[1, 2, 8, 64, 256, 1024], labels=[1, 2, 8, 64, 256, 1024], rotation=0)\n",
    "axes[1].plot(\n",
    "    vary_toxic[\"ktoxic\"].values, \n",
    "    vary_toxic[metric].values,\n",
    "    marker=\"o\",\n",
    "    label=\"Toxic\",\n",
    "    linewidth=linewidth,\n",
    "    markersize=markersize,\n",
    "    color=sns.color_palette('tab10')[1]\n",
    ")\n",
    "axes[1].plot(\n",
    "    vary_both[\"ktoxic\"].values, \n",
    "    vary_both[metric].values,\n",
    "    marker=\"o\",\n",
    "    label=\"Both\",\n",
    "    linewidth=linewidth,\n",
    "    markersize=markersize,\n",
    "    color=sns.color_palette('tab10')[2]\n",
    ")\n",
    "plt.xscale(\"log\", base=2)\n",
    "axes[0].set_xlabel(\"k Neighbors\")\n",
    "axes[1].set_xlabel(\"k Neighbors\")\n",
    "plt.xticks(ticks=[1, 2, 8, 64, 256, 1024], labels=[1, 2, 8, 64, 256, 1024], rotation=0)\n",
    "fig.legend(frameon=False, title=\"Varied Datastore\")\n",
    "\n",
    "sns.despine(right=True, top=True)\n",
    "sns.move_legend(fig, loc=\"upper center\", ncols=3, bbox_to_anchor=(0.5, 1.15))\n",
    "plt.savefig(f\"images/exp_k_neighbors_{metric.lower().replace(' ', '_')}.pdf\", bbox_inches=\"tight\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "metric = \"dist1\"\n",
    "\n",
    "temp = metrics_dfs[\"diversity\"].copy()\n",
    "temp[[\"ktoxic\", \"knontoxic\"]] = temp[[\"ktoxic\", \"knontoxic\"]].astype(float)\n",
    "\n",
    "vary_nontoxic = temp.query(\"ktoxic == 1024\").copy().sort_values(\"knontoxic\")\n",
    "vary_toxic = temp.query(\"knontoxic == 1024\").copy().sort_values(\"ktoxic\")\n",
    "vary_both = temp.query(\"ktoxic == knontoxic\").copy().sort_values(\"knontoxic\")\n",
    "\n",
    "plt.figure(figsize=(7,5))\n",
    "plt.plot(\n",
    "    vary_nontoxic[\"knontoxic\"].values, \n",
    "    vary_nontoxic[metric].values,\n",
    "    marker=\"o\",\n",
    "    label=\"Non-Toxic\",\n",
    "    linewidth=linewidth,\n",
    "    markersize=markersize,\n",
    ")\n",
    "plt.plot(\n",
    "    vary_toxic[\"ktoxic\"].values, \n",
    "    vary_toxic[metric].values,\n",
    "    marker=\"o\",\n",
    "    label=\"Toxic\",\n",
    "    linewidth=linewidth,\n",
    "    markersize=markersize,\n",
    ")\n",
    "plt.plot(\n",
    "    vary_both[\"ktoxic\"].values, \n",
    "    vary_both[metric].values,\n",
    "    marker=\"o\",\n",
    "    label=\"Both\",\n",
    "    linewidth=linewidth,\n",
    "    markersize=markersize,\n",
    ")\n",
    "plt.xscale(\"log\", base=2)\n",
    "plt.ylabel(f\"Diversity ({metric})\")\n",
    "plt.xlabel(\"k Neighbors\")\n",
    "plt.xticks(ticks=[1, 2, 8, 64, 256, 1024], labels=[1, 2, 8, 64, 256, 1024], rotation=0)\n",
    "# plt.legend(frameon=True, title=\"Varied Datastore\", bbox_to_anchor=(1.0, 1.0), fontsize=18)\n",
    "sns.despine(right=True, top=True)\n",
    "plt.savefig(f\"images/exp_k_neighbors_{metric.lower().replace(' ', '_')}.pdf\", bbox_inches=\"tight\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "model_safety",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
